This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


## NULL
**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


## NULL
**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


## NULL
**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 26.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 27.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 35.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 36.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.287037

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.16 while 0.84 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

11

1

1

0.443

0.441

0.203

0.691

1.062

0.128

0.016

CSEO

p_pelagic

11

1

2

0.386

0.378

0.165

0.651

1.048

0.128

0.062

CSEO

p_pelagic

11

10

1

0.448

0.445

0.212

0.702

1.065

0.128

0.023

CSEO

p_pelagic

11

10

2

0.387

0.378

0.167

0.652

1.044

0.128

0.070

CSEO

p_pelagic

11

11

1

0.449

0.448

0.205

0.704

1.058

0.132

0.008

CSEO

p_pelagic

11

11

2

0.386

0.378

0.165

0.651

1.044

0.127

0.063

CSEO

p_pelagic

11

12

1

0.447

0.444

0.213

0.695

1.075

0.128

0.023

CSEO

p_pelagic

11

12

2

0.387

0.383

0.160

0.646

1.049

0.126

0.032

CSEO

p_pelagic

11

13

1

0.444

0.441

0.216

0.689

1.044

0.125

0.024

CSEO

p_pelagic

11

13

2

0.381

0.375

0.169

0.636

1.036

0.123

0.049

CSEO

p_pelagic

11

14

1

0.457

0.454

0.233

0.705

1.049

0.124

0.024

CSEO

p_pelagic

11

14

2

0.385

0.379

0.170

0.647

1.052

0.126

0.048

CSEO

p_yellow

11

14

1

0.866

0.884

0.662

0.968

1.015

0.079

-0.227

CSEO

p_pelagic

11

15

1

0.408

0.399

0.191

0.664

1.046

0.125

0.072

CSEO

p_pelagic

11

15

2

0.378

0.370

0.162

0.634

1.034

0.124

0.064

CSEO

p_yellow

11

15

1

0.859

0.879

0.641

0.965

1.015

0.084

-0.239

CSEO

p_pelagic

11

16

1

0.464

0.460

0.235

0.705

1.049

0.122

0.033

CSEO

p_pelagic

11

16

2

0.388

0.380

0.175

0.643

1.037

0.124

0.065

CSEO

p_pelagic

11

17

1

0.458

0.455

0.237

0.700

1.046

0.122

0.025

CSEO

p_pelagic

11

17

2

0.387

0.381

0.163

0.646

1.055

0.127

0.047

CSEO

p_pelagic

11

18

1

0.461

0.458

0.230

0.696

1.031

0.123

0.024

CSEO

p_pelagic

11

18

2

0.391

0.383

0.164

0.639

1.034

0.125

0.064

CSEO

p_yellow

11

18

1

0.869

0.885

0.679

0.967

1.010

0.077

-0.208

CSEO

p_pelagic

11

19

1

0.467

0.466

0.234

0.713

1.039

0.123

0.008

CSEO

p_pelagic

11

19

2

0.390

0.384

0.170

0.649

1.044

0.126

0.048

CSEO

p_pelagic

11

2

1

0.446

0.442

0.222

0.702

1.049

0.127

0.032

CSEO

p_pelagic

11

2

2

0.384

0.376

0.165

0.649

1.045

0.127

0.063

CSEO

p_yellow

11

2

1

0.862

0.880

0.662

0.965

1.014

0.080

-0.226

CSEO

p_pelagic

11

20

1

0.462

0.455

0.240

0.711

1.025

0.122

0.057

CSEO

p_pelagic

11

20

2

0.392

0.385

0.167

0.650

1.031

0.125

0.056

CSEO

p_pelagic

11

21

1

0.462

0.457

0.240

0.707

1.015

0.123

0.041

CSEO

p_pelagic

11

21

2

0.391

0.382

0.181

0.653

1.031

0.124

0.073

CSEO

p_pelagic

11

22

2

0.394

0.385

0.169

0.652

1.026

0.125

0.072

CSEO

p_pelagic

11

23

2

0.396

0.387

0.179

0.657

1.015

0.124

0.073

CSEO

p_yellow

11

23

1

0.868

0.883

0.683

0.967

1.010

0.074

-0.202

CSEO

p_pelagic

11

3

1

0.447

0.443

0.212

0.699

1.058

0.128

0.031

CSEO

p_pelagic

11

3

2

0.382

0.376

0.165

0.635

1.053

0.126

0.047

CSEO

p_pelagic

11

4

1

0.446

0.441

0.213

0.708

1.054

0.128

0.039

CSEO

p_pelagic

11

4

2

0.384

0.376

0.170

0.637

1.060

0.122

0.065

CSEO

p_pelagic

11

5

1

0.449

0.443

0.221

0.701

1.046

0.129

0.047

CSEO

p_pelagic

11

5

2

0.380

0.372

0.160

0.640

1.048

0.124

0.064

CSEO

p_pelagic

11

6

1

0.445

0.439

0.215

0.702

1.057

0.127

0.047

CSEO

p_pelagic

11

6

2

0.382

0.372

0.160

0.654

1.043

0.128

0.078

CSEO

p_yellow

11

6

1

0.864

0.882

0.662

0.966

1.011

0.081

-0.223

CSEO

p_pelagic

11

7

1

0.448

0.446

0.213

0.707

1.060

0.129

0.016

CSEO

p_pelagic

11

7

2

0.382

0.375

0.162

0.643

1.053

0.128

0.055

CSEO

p_pelagic

11

8

1

0.448

0.444

0.208

0.694

1.040

0.128

0.031

CSEO

p_pelagic

11

8

2

0.384

0.374

0.163

0.649

1.058

0.128

0.078

CSEO

p_yellow

11

8

1

0.865

0.883

0.668

0.966

1.013

0.078

-0.231

CSEO

p_pelagic

11

9

1

0.446

0.440

0.210

0.706

1.060

0.130

0.046

CSEO

p_pelagic

11

9

2

0.386

0.382

0.163

0.643

1.043

0.127

0.032

CSEO

p_yellow

12

1

2

0.139

0.111

0.030

0.418

1.014

0.111

0.253

EWYKT

p_yellow

12

10

2

0.139

0.110

0.032

0.417

1.017

0.111

0.261

EWYKT

p_yellow

12

11

2

0.137

0.109

0.029

0.452

1.019

0.111

0.253

EWYKT

p_yellow

12

12

2

0.137

0.109

0.030

0.432

1.016

0.111

0.252

EWYKT

p_yellow

12

13

2

0.140

0.110

0.031

0.440

1.016

0.112

0.267

EWYKT

p_yellow

12

14

2

0.139

0.111

0.029

0.411

1.026

0.110

0.256

EWYKT

p_yellow

12

15

1

0.301

0.275

0.092

0.682

1.014

0.152

0.171

EWYKT

p_yellow

12

15

2

0.139

0.111

0.029

0.420

1.020

0.112

0.249

EWYKT

p_yellow

12

16

2

0.138

0.109

0.031

0.439

1.012

0.110

0.262

EWYKT

p_yellow

12

17

1

0.307

0.281

0.097

0.691

1.011

0.152

0.171

EWYKT

p_yellow

12

17

2

0.139

0.111

0.029

0.430

1.013

0.111

0.253

EWYKT

p_yellow

12

18

2

0.138

0.110

0.030

0.419

1.016

0.107

0.262

EWYKT

p_yellow

12

19

2

0.139

0.110

0.030

0.430

1.024

0.112

0.258

EWYKT

p_yellow

12

2

2

0.139

0.111

0.029

0.461

1.019

0.113

0.248

EWYKT

p_yellow

12

21

2

0.139

0.111

0.031

0.434

1.012

0.112

0.250

EWYKT

p_yellow

12

22

2

0.140

0.111

0.030

0.427

1.024

0.111

0.261

EWYKT

p_yellow

12

23

1

0.294

0.267

0.089

0.663

1.012

0.149

0.181

EWYKT

p_yellow

12

23

2

0.139

0.110

0.030

0.451

1.010

0.112

0.258

EWYKT

p_yellow

12

24

2

0.139

0.111

0.030

0.425

1.016

0.111

0.253

EWYKT

p_yellow

12

25

2

0.140

0.112

0.029

0.453

1.031

0.113

0.248

EWYKT

p_yellow

12

26

2

0.138

0.112

0.031

0.407

1.030

0.108

0.241

EWYKT

p_yellow

12

27

2

0.136

0.108

0.031

0.436

1.029

0.109

0.256

EWYKT

p_yellow

12

28

2

0.137

0.110

0.031

0.416

1.011

0.104

0.259

EWYKT

p_yellow

12

29

2

0.129

0.108

0.031

0.340

1.019

0.089

0.236

EWYKT

p_yellow

12

3

2

0.139

0.112

0.030

0.447

1.022

0.111

0.243

EWYKT

p_yellow

12

4

2

0.139

0.109

0.031

0.440

1.021

0.112

0.269

EWYKT

p_yellow

12

5

2

0.141

0.114

0.029

0.447

1.022

0.111

0.242

EWYKT

p_yellow

12

6

2

0.139

0.108

0.032

0.424

1.018

0.111

0.279

EWYKT

p_yellow

12

7

2

0.137

0.108

0.030

0.440

1.018

0.111

0.262

EWYKT

p_yellow

12

8

2

0.140

0.109

0.030

0.444

1.022

0.113

0.275

EWYKT

p_yellow

12

9

1

0.299

0.271

0.093

0.707

1.010

0.154

0.182

EWYKT

p_yellow

12

9

2

0.138

0.109

0.029

0.444

1.020

0.108

0.268

EWYKT

p_pelagic

13

1

1

0.539

0.542

0.290

0.768

1.017

0.125

-0.024

NSEI

p_pelagic

13

1

2

0.312

0.300

0.126

0.546

1.029

0.110

0.109

NSEI

p_pelagic

13

10

1

0.533

0.536

0.285

0.767

1.027

0.123

-0.024

NSEI

p_pelagic

13

10

2

0.311

0.299

0.130

0.547

1.018

0.110

0.109

NSEI

p_pelagic

13

11

1

0.534

0.534

0.285

0.766

1.027

0.125

0.000

NSEI

p_pelagic

13

11

2

0.309

0.298

0.131

0.537

1.016

0.107

0.103

NSEI

p_pelagic

13

12

1

0.537

0.538

0.288

0.771

1.015

0.125

-0.008

NSEI

p_pelagic

13

12

2

0.313

0.302

0.129

0.550

1.027

0.110

0.100

NSEI

p_pelagic

13

13

1

0.537

0.538

0.288

0.776

1.030

0.124

-0.008

NSEI

p_pelagic

13

13

2

0.311

0.299

0.129

0.541

1.018

0.108

0.111

NSEI

p_pelagic

13

14

1

0.530

0.534

0.292

0.759

1.019

0.125

-0.032

NSEI

p_pelagic

13

14

2

0.304

0.293

0.124

0.540

1.027

0.108

0.102

NSEI

p_pelagic

13

15

1

0.509

0.508

0.269

0.757

1.018

0.127

0.008

NSEI

p_pelagic

13

15

2

0.293

0.282

0.114

0.542

1.018

0.109

0.101

NSEI

p_pelagic

13

16

1

0.526

0.530

0.289

0.747

1.016

0.120

-0.033

NSEI

p_pelagic

13

16

2

0.306

0.294

0.128

0.546

1.022

0.108

0.111

NSEI

p_pelagic

13

17

1

0.529

0.531

0.280

0.760

1.016

0.123

-0.016

NSEI

p_pelagic

13

17

2

0.311

0.302

0.131

0.551

1.016

0.109

0.083

NSEI

p_pelagic

13

18

1

0.533

0.535

0.291

0.764

1.030

0.125

-0.016

NSEI

p_pelagic

13

18

2

0.312

0.302

0.134

0.553

1.022

0.109

0.092

NSEI

p_pelagic

13

19

1

0.529

0.527

0.288

0.754

1.020

0.122

0.016

NSEI

p_pelagic

13

19

2

0.306

0.297

0.127

0.548

1.019

0.107

0.084

NSEI

p_pelagic

13

2

1

0.537

0.540

0.286

0.763

1.034

0.124

-0.024

NSEI

p_pelagic

13

2

2

0.312

0.302

0.128

0.549

1.024

0.111

0.090

NSEI

p_pelagic

13

20

1

0.532

0.533

0.292

0.765

1.010

0.124

-0.008

NSEI

p_pelagic

13

20

2

0.311

0.299

0.132

0.548

1.011

0.107

0.112

NSEI

p_pelagic

13

21

1

0.533

0.535

0.288

0.765

1.015

0.123

-0.016

NSEI

p_pelagic

13

21

2

0.314

0.304

0.136

0.547

1.013

0.108

0.093

NSEI

p_pelagic

13

22

2

0.309

0.299

0.127

0.550

1.015

0.110

0.091

NSEI

p_pelagic

13

23

2

0.313

0.302

0.129

0.557

1.010

0.111

0.099

NSEI

p_pelagic

13

3

1

0.533

0.534

0.286

0.765

1.014

0.124

-0.008

NSEI

p_pelagic

13

3

2

0.310

0.296

0.129

0.548

1.020

0.109

0.128

NSEI

p_pelagic

13

4

1

0.534

0.538

0.283

0.768

1.023

0.125

-0.032

NSEI

p_pelagic

13

4

2

0.308

0.298

0.131

0.539

1.017

0.108

0.092

NSEI

p_dsr

13

47

1

0.100

0.097

0.062

0.152

1.012

0.023

0.129

NSEI

p_pelagic

13

5

1

0.541

0.547

0.292

0.760

1.023

0.123

-0.049

NSEI

p_pelagic

13

5

2

0.314

0.304

0.126

0.561

1.029

0.112

0.089

NSEI

p_pelagic

13

6

1

0.535

0.538

0.290

0.765

1.016

0.124

-0.024

NSEI

p_pelagic

13

7

1

0.538

0.542

0.280

0.766

1.023

0.124

-0.032

NSEI

p_pelagic

13

7

2

0.312

0.302

0.128

0.557

1.020

0.112

0.089

NSEI

p_pelagic

13

8

1

0.536

0.539

0.290

0.766

1.016

0.125

-0.024

NSEI

p_pelagic

13

8

2

0.314

0.303

0.125

0.551

1.024

0.111

0.099

NSEI

p_pelagic

13

9

1

0.534

0.535

0.288

0.764

1.029

0.124

-0.008

NSEI

p_pelagic

13

9

2

0.316

0.306

0.130

0.558

1.012

0.113

0.089

NSEI

p_black

14

1

2

0.932

0.949

0.776

0.991

1.011

0.059

-0.286

NSEO

p_pelagic

14

28

2

0.216

0.208

0.103

0.369

1.011

0.068

0.117

NSEO

p_pelagic

14

45

1

0.937

0.937

0.930

0.943

1.027

0.003

0.000

NSEO

p_dsr

15

1

1

0.498

0.499

0.211

0.780

1.012

0.152

-0.007

SSEI

p_dsr

15

12

1

0.499

0.495

0.214

0.798

1.013

0.152

0.026

SSEI

p_dsr

15

13

1

0.501

0.503

0.221

0.784

1.012

0.150

-0.013

SSEI

p_dsr

15

14

1

0.497

0.497

0.218

0.793

1.022

0.152

0.000

SSEI

p_dsr

15

15

1

0.488

0.491

0.207

0.778

1.012

0.152

-0.020

SSEI

p_slope

15

15

2

0.128

0.103

0.022

0.371

1.011

0.095

0.263

SSEI

p_dsr

15

16

1

0.500

0.502

0.216

0.787

1.015

0.151

-0.013

SSEI

p_dsr

15

17

1

0.501

0.503

0.219

0.774

1.019

0.147

-0.014

SSEI

p_dsr

15

2

1

0.499

0.494

0.213

0.780

1.013

0.153

0.033

SSEI

p_dsr

15

20

1

0.503

0.500

0.224

0.792

1.012

0.152

0.020

SSEI

p_dsr

15

23

1

0.556

0.562

0.262

0.814

1.016

0.143

-0.042

SSEI

p_dsr

15

25

1

0.556

0.562

0.271

0.822

1.020

0.144

-0.042

SSEI

p_dsr

15

26

1

0.563

0.573

0.261

0.823

1.042

0.147

-0.068

SSEI

p_dsr

15

27

1

0.562

0.569

0.272

0.824

1.010

0.141

-0.050

SSEI

p_dsr

15

28

1

0.531

0.532

0.253

0.794

1.012

0.143

-0.007

SSEI

p_dsr

15

29

1

0.543

0.551

0.240

0.808

1.010

0.147

-0.054

SSEI

p_dsr

15

3

1

0.500

0.500

0.215

0.791

1.012

0.153

0.000

SSEI

p_dsr

15

45

1

0.058

0.056

0.030

0.094

1.015

0.016

0.126

SSEI

p_dsr

15

46

1

0.055

0.054

0.040

0.071

1.016

0.008

0.130

SSEI

p_dsr

15

5

1

0.501

0.501

0.217

0.780

1.016

0.153

0.000

SSEI

p_dsr

15

7

1

0.505

0.507

0.225

0.790

1.013

0.151

-0.013

SSEI

p_dsr

15

9

1

0.497

0.496

0.212

0.781

1.011

0.151

0.007

SSEI

p_pelagic

16

1

1

0.482

0.482

0.232

0.727

1.052

0.130

0.000

SSEO

p_pelagic

16

1

2

0.421

0.412

0.185

0.680

1.034

0.128

0.070

SSEO

p_pelagic

16

10

1

0.478

0.480

0.230

0.726

1.037

0.129

-0.016

SSEO

p_pelagic

16

10

2

0.428

0.425

0.186

0.682

1.041

0.130

0.023

SSEO

p_pelagic

16

11

1

0.483

0.482

0.239

0.732

1.031

0.129

0.008

SSEO

p_pelagic

16

11

2

0.422

0.417

0.188

0.689

1.042

0.129

0.039

SSEO

p_pelagic

16

12

1

0.479

0.478

0.237

0.731

1.029

0.129

0.008

SSEO

p_pelagic

16

12

2

0.425

0.422

0.190

0.680

1.028

0.127

0.024

SSEO

p_pelagic

16

13

1

0.479

0.478

0.222

0.731

1.026

0.131

0.008

SSEO

p_pelagic

16

13

2

0.423

0.418

0.193

0.675

1.043

0.126

0.040

SSEO

p_pelagic

16

14

1

0.473

0.476

0.229

0.722

1.044

0.128

-0.024

SSEO

p_pelagic

16

14

2

0.425

0.422

0.199

0.674

1.038

0.128

0.023

SSEO

p_pelagic

16

15

1

0.483

0.481

0.245

0.719

1.032

0.125

0.016

SSEO

p_pelagic

16

15

2

0.424

0.418

0.188

0.690

1.048

0.130

0.046

SSEO

p_pelagic

16

16

1

0.477

0.477

0.233

0.711

1.048

0.126

0.000

SSEO

p_pelagic

16

16

2

0.423

0.419

0.192

0.687

1.037

0.128

0.031

SSEO

p_pelagic

16

17

1

0.513

0.515

0.272

0.746

1.031

0.123

-0.016

SSEO

p_pelagic

16

17

2

0.434

0.430

0.204

0.688

1.035

0.127

0.031

SSEO

p_pelagic

16

18

1

0.508

0.511

0.263

0.737

1.042

0.124

-0.024

SSEO

p_pelagic

16

18

2

0.429

0.426

0.198

0.686

1.034

0.127

0.024

SSEO

p_pelagic

16

19

1

0.494

0.494

0.249

0.732

1.020

0.125

0.000

SSEO

p_pelagic

16

19

2

0.431

0.428

0.202

0.687

1.011

0.128

0.023

SSEO

p_pelagic

16

2

1

0.483

0.483

0.230

0.732

1.040

0.130

0.000

SSEO

p_pelagic

16

2

2

0.426

0.420

0.180

0.675

1.028

0.130

0.046

SSEO

p_pelagic

16

20

1

0.497

0.497

0.251

0.736

1.030

0.126

0.000

SSEO

p_pelagic

16

20

2

0.432

0.428

0.196

0.683

1.021

0.127

0.031

SSEO

p_pelagic

16

21

1

0.484

0.483

0.247

0.726

1.024

0.126

0.008

SSEO

p_pelagic

16

21

2

0.432

0.431

0.203

0.689

1.024

0.125

0.008

SSEO

p_pelagic

16

22

2

0.434

0.430

0.208

0.683

1.020

0.123

0.032

SSEO

p_pelagic

16

23

2

0.441

0.437

0.214

0.695

1.018

0.126

0.032

SSEO

p_slope

16

28

1

0.129

0.108

0.027

0.349

1.011

0.085

0.247

SSEO

p_pelagic

16

3

1

0.484

0.485

0.229

0.733

1.040

0.132

-0.008

SSEO

p_pelagic

16

3

2

0.424

0.419

0.192

0.671

1.043

0.126

0.040

SSEO

p_pelagic

16

4

1

0.479

0.481

0.229

0.723

1.054

0.129

-0.015

SSEO

p_pelagic

16

4

2

0.425

0.422

0.184

0.683

1.029

0.130

0.023

SSEO

p_pelagic

16

42

1

0.833

0.833

0.826

0.840

1.104

0.004

0.000

SSEO

p_yellow

16

42

1

0.406

0.406

0.384

0.429

1.045

0.011

0.000

SSEO

p_dsr

16

42

1

0.451

0.443

0.407

0.509

3.400

0.030

0.269

SSEO

p_slope

16

42

1

0.165

0.178

0.109

0.207

4.677

0.031

-0.418

SSEO

p_pelagic

16

5

1

0.483

0.483

0.231

0.735

1.039

0.131

0.000

SSEO

p_pelagic

16

5

2

0.425

0.420

0.190

0.681

1.035

0.128

0.039

SSEO

p_pelagic

16

6

1

0.484

0.485

0.224

0.737

1.037

0.132

-0.008

SSEO

p_pelagic

16

6

2

0.424

0.424

0.180

0.676

1.042

0.128

0.000

SSEO

p_pelagic

16

7

1

0.488

0.488

0.232

0.729

1.044

0.130

0.000

SSEO

p_pelagic

16

7

2

0.421

0.417

0.188

0.673

1.046

0.126

0.032

SSEO

p_pelagic

16

8

1

0.481

0.484

0.237

0.725

1.036

0.128

-0.023

SSEO

p_pelagic

16

8

2

0.425

0.421

0.186

0.684

1.036

0.130

0.031

SSEO

p_pelagic

16

9

1

0.482

0.480

0.233

0.730

1.044

0.129

0.015

SSEO

p_pelagic

16

9

2

0.423

0.417

0.197

0.683

1.034

0.129

0.046

SSEO

p_pelagic

3

1

2

0.204

0.192

0.074

0.398

1.012

0.086

0.139

PWSI

p_pelagic

3

18

1

0.565

0.570

0.320

0.787

1.011

0.121

-0.041

PWSI

p_pelagic

4

1

1

0.553

0.554

0.303

0.778

1.011

0.125

-0.008

PWSO

p_pelagic

5

1

2

0.781

0.907

0.005

1.000

1.012

0.280

-0.450

BSAI

p_pelagic

5

15

2

0.781

0.907

0.005

1.000

1.010

0.280

-0.451

BSAI

p_pelagic

5

16

2

0.781

0.908

0.004

1.000

1.011

0.280

-0.454

BSAI

p_pelagic

5

18

2

0.779

0.908

0.005

1.000

1.011

0.281

-0.459

BSAI

p_pelagic

5

19

2

0.780

0.909

0.005

1.000

1.011

0.281

-0.458

BSAI

p_pelagic

5

2

2

0.779

0.903

0.003

1.000

1.011

0.282

-0.439

BSAI

p_pelagic

5

21

2

0.782

0.905

0.004

1.000

1.012

0.278

-0.442

BSAI

p_pelagic

5

24

2

0.781

0.910

0.004

1.000

1.010

0.279

-0.463

BSAI

p_pelagic

5

28

2

0.784

0.909

0.006

1.000

1.013

0.276

-0.454

BSAI

p_pelagic

5

3

2

0.781

0.903

0.005

1.000

1.011

0.280

-0.436

BSAI

p_pelagic

5

35

2

0.779

0.908

0.005

1.000

1.012

0.282

-0.457

BSAI

p_pelagic

5

36

2

0.781

0.909

0.005

1.000

1.010

0.280

-0.457

BSAI

p_pelagic

5

37

2

0.783

0.910

0.005

1.000

1.011

0.277

-0.458

BSAI

p_pelagic

5

4

2

0.781

0.909

0.004

1.000

1.011

0.279

-0.459

BSAI

p_pelagic

5

41

2

0.777

0.906

0.005

1.000

1.011

0.282

-0.457

BSAI

p_pelagic

5

43

2

0.776

0.905

0.004

1.000

1.010

0.283

-0.456

BSAI

p_pelagic

5

5

2

0.778

0.904

0.004

1.000

1.010

0.281

-0.449

BSAI

p_pelagic

5

6

2

0.781

0.908

0.005

1.000

1.012

0.280

-0.454

BSAI

p_pelagic

5

7

2

0.779

0.907

0.004

1.000

1.010

0.280

-0.456

BSAI

p_yellow

7

1

2

0.771

0.873

0.000

1.000

1.012

0.270

-0.378

WKMA

p_yellow

7

10

2

0.770

0.880

0.000

1.000

1.012

0.272

-0.405

WKMA

p_yellow

7

12

2

0.768

0.876

0.000

1.000

1.012

0.272

-0.397

WKMA

p_yellow

7

13

2

0.773

0.881

0.000

1.000

1.011

0.273

-0.396

WKMA

p_yellow

7

14

2

0.768

0.875

0.000

1.000

1.013

0.274

-0.391

WKMA

p_yellow

7

15

2

0.772

0.877

0.000

1.000

1.011

0.272

-0.385

WKMA

p_yellow

7

16

2

0.770

0.877

0.000

1.000

1.015

0.273

-0.392

WKMA

p_yellow

7

17

2

0.771

0.880

0.000

1.000

1.012

0.271

-0.402

WKMA

p_yellow

7

18

2

0.770

0.875

0.000

1.000

1.014

0.272

-0.386

WKMA

p_yellow

7

19

2

0.772

0.881

0.000

1.000

1.013

0.273

-0.399

WKMA

p_yellow

7

2

2

0.773

0.879

0.000

1.000

1.012

0.271

-0.391

WKMA

p_yellow

7

20

2

0.771

0.876

0.000

1.000

1.012

0.273

-0.385

WKMA

p_yellow

7

21

2

0.762

0.867

0.000

1.000

1.011

0.274

-0.383

WKMA

p_yellow

7

22

2

0.765

0.871

0.000

1.000

1.013

0.275

-0.385

WKMA

p_yellow

7

23

2

0.769

0.871

0.000

1.000

1.014

0.272

-0.375

WKMA

p_yellow

7

25

2

0.772

0.881

0.000

1.000

1.013

0.271

-0.402

WKMA

p_yellow

7

26

2

0.771

0.876

0.000

1.000

1.013

0.272

-0.386

WKMA

p_yellow

7

27

2

0.772

0.881

0.000

1.000

1.010

0.272

-0.401

WKMA

p_yellow

7

28

2

0.767

0.875

0.000

1.000

1.014

0.272

-0.396

WKMA

p_yellow

7

3

2

0.770

0.876

0.000

1.000

1.012

0.272

-0.389

WKMA

p_yellow

7

30

2

0.772

0.874

0.000

1.000

1.015

0.273

-0.374

WKMA

p_yellow

7

31

2

0.768

0.875

0.000

1.000

1.012

0.272

-0.393

WKMA

p_yellow

7

32

2

0.764

0.869

0.000

1.000

1.011

0.275

-0.381

WKMA

p_yellow

7

33

2

0.772

0.879

0.000

1.000

1.012

0.272

-0.394

WKMA

p_yellow

7

34

2

0.771

0.876

0.000

1.000

1.011

0.273

-0.385

WKMA

p_yellow

7

35

2

0.773

0.877

0.000

1.000

1.013

0.271

-0.383

WKMA

p_yellow

7

36

2

0.772

0.879

0.000

1.000

1.013

0.273

-0.392

WKMA

p_yellow

7

37

2

0.769

0.874

0.000

1.000

1.015

0.273

-0.385

WKMA

p_yellow

7

38

2

0.767

0.876

0.000

1.000

1.013

0.273

-0.399

WKMA

p_yellow

7

39

2

0.772

0.879

0.000

1.000

1.014

0.273

-0.392

WKMA

p_yellow

7

4

2

0.768

0.876

0.000

1.000

1.015

0.274

-0.395

WKMA

p_yellow

7

40

2

0.771

0.878

0.000

1.000

1.014

0.273

-0.392

WKMA

p_yellow

7

41

2

0.771

0.881

0.000

1.000

1.011

0.273

-0.403

WKMA

p_yellow

7

43

2

0.771

0.876

0.000

1.000

1.013

0.271

-0.387

WKMA

p_yellow

7

44

2

0.768

0.879

0.000

1.000

1.014

0.274

-0.406

WKMA

p_yellow

7

45

2

0.774

0.878

0.000

1.000

1.015

0.269

-0.386

WKMA

p_yellow

7

46

2

0.771

0.875

0.000

1.000

1.015

0.272

-0.382

WKMA

p_yellow

7

47

2

0.773

0.882

0.000

1.000

1.011

0.271

-0.402

WKMA

p_yellow

7

48

2

0.771

0.878

0.000

1.000

1.013

0.273

-0.393

WKMA

p_yellow

7

5

2

0.768

0.876

0.000

1.000

1.014

0.275

-0.393

WKMA

p_yellow

7

6

2

0.768

0.875

0.000

1.000

1.012

0.274

-0.391

WKMA

p_yellow

7

7

2

0.771

0.871

0.000

1.000

1.011

0.271

-0.369

WKMA

p_yellow

7

8

2

0.769

0.874

0.000

1.000

1.013

0.274

-0.384

WKMA

p_yellow

7

9

2

0.772

0.874

0.000

1.000

1.012

0.270

-0.378

WKMA

p_black

8

1

1

0.738

0.771

0.362

0.956

1.016

0.159

-0.208

afognak

p_black

8

10

1

0.736

0.773

0.334

0.948

1.030

0.162

-0.229

afognak

p_black

8

11

1

0.735

0.769

0.352

0.955

1.017

0.160

-0.213

afognak

p_black

8

12

1

0.735

0.767

0.362

0.952

1.025

0.159

-0.202

afognak

p_black

8

13

1

0.733

0.762

0.357

0.952

1.024

0.162

-0.179

afognak

p_black

8

14

1

0.739

0.771

0.367

0.953

1.025

0.157

-0.204

afognak

p_black

8

15

1

0.735

0.765

0.369

0.951

1.016

0.157

-0.191

afognak

p_black

8

16

1

0.740

0.768

0.381

0.951

1.016

0.153

-0.183

afognak

p_black

8

17

1

0.742

0.774

0.375

0.952

1.015

0.156

-0.205

afognak

p_black

8

18

1

0.741

0.779

0.359

0.953

1.029

0.160

-0.237

afognak

p_black

8

19

1

0.734

0.769

0.362

0.952

1.023

0.160

-0.218

afognak

p_black

8

2

1

0.741

0.772

0.364

0.952

1.029

0.158

-0.196

afognak

p_black

8

20

1

0.738

0.769

0.373

0.952

1.024

0.156

-0.198

afognak

p_black

8

22

1

0.737

0.769

0.348

0.953

1.015

0.161

-0.198

afognak

p_black

8

24

1

0.741

0.772

0.364

0.952

1.020

0.157

-0.198

afognak

p_black

8

25

1

0.736

0.768

0.342

0.950

1.017

0.158

-0.202

afognak

p_black

8

26

1

0.518

0.520

0.212

0.811

1.016

0.162

-0.012

afognak

p_black

8

28

1

0.734

0.764

0.354

0.948

1.021

0.156

-0.192

afognak

p_black

8

29

1

0.741

0.775

0.361

0.953

1.013

0.158

-0.215

afognak

p_black

8

3

1

0.737

0.769

0.385

0.950

1.014

0.156

-0.205

afognak

p_black

8

30

1

0.735

0.763

0.368

0.953

1.014

0.158

-0.177

afognak

p_black

8

31

1

0.889

0.903

0.736

0.973

1.019

0.063

-0.222

afognak

p_black

8

32

1

0.737

0.770

0.341

0.953

1.019

0.159

-0.207

afognak

p_black

8

33

1

0.935

0.937

0.889

0.973

1.029

0.022

-0.092

afognak

p_black

8

34

1

0.906

0.916

0.787

0.975

1.017

0.049

-0.202

afognak

p_black

8

35

1

0.732

0.743

0.478

0.918

1.015

0.115

-0.096

afognak

p_black

8

36

1

0.912

0.921

0.791

0.977

1.010

0.049

-0.185

afognak

p_black

8

37

1

0.550

0.382

0.297

0.961

15.871

0.273

0.616

afognak

p_black

8

4

1

0.738

0.770

0.366

0.954

1.027

0.157

-0.203

afognak

p_black

8

40

1

0.870

0.926

0.372

0.965

1.568

0.166

-0.337

afognak

p_black

8

41

1

0.844

0.903

0.545

0.959

1.022

0.128

-0.460

afognak

p_black

8

43

1

0.434

0.418

0.342

0.912

1.253

0.100

0.160

afognak

p_black

8

45

1

0.520

0.520

0.465

0.577

1.020

0.028

0.000

afognak

p_black

8

46

1

0.466

0.464

0.390

0.549

1.012

0.040

0.050

afognak

p_black

8

47

1

0.920

0.924

0.846

0.964

1.012

0.031

-0.128

afognak

p_black

8

48

1

0.458

0.452

0.377

0.561

1.039

0.053

0.112

afognak

p_black

8

5

1

0.742

0.776

0.370

0.953

1.017

0.158

-0.215

afognak

p_black

8

6

1

0.737

0.770

0.359

0.954

1.025

0.157

-0.210

afognak

p_black

8

8

1

0.738

0.764

0.368

0.953

1.023

0.156

-0.167

afognak

p_black

8

9

1

0.741

0.777

0.350

0.953

1.021

0.160

-0.225

afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

mu_beta0_pH

1

1

0.589

0.583

0.161

1.057

1.114

0.224

0.027

CI

tau_beta0_pH

1

1

7.915

5.290

0.915

29.958

1.132

8.499

0.309

CI

beta0_pH

1

1

0.364

0.360

-0.027

0.782

1.116

0.204

0.020

CI

beta0_pH

1

1

0.739

0.860

-0.915

1.512

1.111

0.575

-0.210

CI

beta1_pH

1

1

3.518

3.306

2.466

7.043

1.416

0.975

0.217

CI

beta2_pH

1

1

0.433

0.392

0.210

0.920

1.184

0.184

0.222

CI

beta3_pH

1

1

36.024

35.739

33.590

41.794

1.439

1.755

0.162

CI

beta0_pH

10

1

0.282

0.277

-0.070

0.628

1.116

0.196

0.026

northeast

beta1_pH

10

1

2.116

2.104

1.546

2.737

1.112

0.303

0.040

northeast

beta1_pH

10

1

5.073

4.617

2.649

10.288

1.188

1.904

0.239

northeast

beta2_pH

10

1

1.454

0.912

0.396

7.213

1.145

1.778

0.305

northeast

beta2_pH

10

1

0.676

0.366

0.147

3.383

1.242

1.456

0.213

northeast

beta3_pH

10

1

36.172

35.793

32.538

42.294

1.146

2.399

0.158

northeast

beta0_pH

11

1

0.627

0.607

-0.192

1.422

1.340

0.403

0.050

CSEO

beta0_pH

11

2

0.399

0.459

-0.589

1.046

1.224

0.413

-0.145

CSEO

beta1_pH

11

1

3.184

3.198

2.691

3.645

1.122

0.244

-0.057

CSEO

beta1_pH

11

1

2.287

2.315

1.239

3.266

1.209

0.500

-0.056

CSEO

beta1_pH

11

2

0.850

0.748

0.049

2.305

1.235

0.580

0.176

CSEO

beta2_pH

11

1

1.018

0.916

0.511

2.344

1.165

0.452

0.226

CSEO

beta2_pH

11

1

-7.238

-6.773

-17.257

-0.652

1.122

4.567

-0.102

CSEO

beta2_pH

11

1

-3.521

-2.667

-10.815

-0.237

1.260

2.996

-0.285

CSEO

beta3_pH

11

1

30.348

30.296

29.271

31.708

1.113

0.596

0.087

CSEO

beta0_pelagic

11

-0.231

-0.208

-0.702

0.183

1.502

0.236

-0.098

CSEO

beta1_pelagic

11

1.248

1.245

0.694

1.910

1.506

0.331

0.009

CSEO

beta2_pelagic

11

1.670

1.135

0.186

5.875

1.109

1.528

0.350

CSEO

beta2_yellow

11

-2.207

-1.241

-8.853

-0.428

1.239

2.560

-0.377

CSEO

beta0_pH

12

1

0.524

0.530

0.109

0.912

1.174

0.208

-0.029

EWYKT

beta0_pH

12

1

0.524

0.537

-0.554

1.639

1.118

0.529

-0.025

EWYKT

beta0_pH

12

2

0.503

0.545

-0.423

1.197

1.211

0.405

-0.104

EWYKT

beta1_pH

12

1

2.973

2.969

2.508

3.489

1.191

0.258

0.016

EWYKT

beta1_pH

12

2

1.060

0.990

0.105

2.438

1.177

0.596

0.117

EWYKT

beta2_pH

12

1

-8.075

-7.809

-17.216

-1.182

1.149

4.270

-0.062

EWYKT

beta2_pH

12

1

-3.919

-2.907

-11.733

-0.474

1.469

3.208

-0.316

EWYKT

beta0_pH

13

1

0.354

0.449

-0.853

1.167

1.177

0.521

-0.182

NSEI

beta0_pH

13

2

0.661

0.671

-0.332

1.520

1.204

0.448

-0.022

NSEI

beta1_pH

13

1

2.775

2.717

2.256

4.396

1.227

0.441

0.132

NSEI

beta1_pH

13

1

1.353

1.300

0.354

2.633

1.150

0.581

0.091

NSEI

beta1_pH

13

2

1.552

1.515

0.540

2.831

1.146

0.573

0.065

NSEI

beta2_pH

13

1

0.983

0.922

0.195

2.084

1.156

0.447

0.136

NSEI

beta2_pH

13

1

-7.892

-7.731

-15.155

-1.443

1.271

4.064

-0.040

NSEI

beta2_pH

13

1

-3.079

-2.142

-10.381

-0.032

1.766

2.917

-0.321

NSEI

beta3_pH

13

1

33.031

32.902

31.558

36.567

1.349

1.046

0.123

NSEI

beta0_pelagic

13

0.150

0.153

-0.252

0.429

1.263

0.175

-0.017

NSEI

beta3_pelagic

13

36.155

35.937

31.445

42.007

1.110

2.489

0.088

NSEI

beta0_pH

14

1

0.368

0.421

-0.600

1.129

1.270

0.426

-0.124

NSEO

beta0_pH

14

2

0.446

0.483

-0.514

1.192

1.146

0.416

-0.089

NSEO

beta1_pH

14

1

1.799

1.761

0.928

2.841

1.200

0.480

0.079

NSEO

beta2_pH

14

1

1.042

0.983

0.563

1.703

1.130

0.345

0.171

NSEO

beta2_pH

14

1

-7.364

-6.707

-16.172

-1.577

1.204

4.182

-0.157

NSEO

beta2_pH

14

1

-3.792

-3.235

-8.488

-0.749

1.464

2.163

-0.258

NSEO

beta5_pH

14

1

-6.394

-6.353

-7.507

-5.455

1.142

0.513

-0.080

NSEO

beta0_pH

15

1

-0.118

-0.097

-0.685

0.253

1.338

0.223

-0.094

SSEI

beta0_pH

15

1

0.387

0.433

-0.468

1.100

1.477

0.417

-0.110

SSEI

beta0_pH

15

2

0.491

0.530

-0.489

1.214

1.248

0.409

-0.095

SSEI

beta1_pH

15

1

2.723

2.685

2.264

3.424

1.178

0.286

0.133

SSEI

beta1_pH

15

1

1.158

1.153

0.225

1.905

1.224

0.453

0.011

SSEI

beta1_pH

15

2

1.172

1.114

0.265

2.385

1.233

0.535

0.108

SSEI

beta2_pH

15

1

0.900

0.858

0.350

1.756

1.243

0.398

0.105

SSEI

beta2_pH

15

1

-7.957

-8.004

-16.800

-1.605

1.139

3.958

0.012

SSEI

beta2_pH

15

1

-3.774

-3.284

-9.811

-0.019

1.166

2.845

-0.172

SSEI

beta3_pH

15

1

31.125

31.115

29.582

32.547

1.147

0.728

0.014

SSEI

beta3_pH

15

1

40.822

41.139

34.523

43.876

1.809

2.300

-0.138

SSEI

beta5_pH

15

1

2.500

2.504

2.057

2.936

1.128

0.232

-0.017

SSEI

beta5_pH

15

1

-3.648

-3.635

-4.635

-2.895

1.361

0.420

-0.031

SSEI

beta1_pelagic

15

0.302

0.171

0.012

0.928

2.086

0.296

0.442

SSEI

beta3_pelagic

15

36.813

39.304

21.149

42.774

2.098

5.797

-0.430

SSEI

beta0_yellow

15

-1.139

-1.121

-1.594

-0.798

1.134

0.197

-0.091

SSEI

beta3_yellow

15

30.856

30.038

28.098

37.739

1.244

2.578

0.317

SSEI

beta0_dsr

15

-0.003

0.002

-0.317

0.302

1.270

0.156

-0.032

SSEI

beta4_dsr

15

0.752

0.751

0.376

1.156

1.115

0.201

0.005

SSEI

beta0_pH

16

1

-0.148

-0.131

-0.633

0.222

1.148

0.209

-0.081

SSEO

beta0_pH

16

1

0.563

0.582

-0.503

1.452

1.138

0.485

-0.039

SSEO

beta0_pH

16

2

0.574

0.581

-0.422

1.483

1.163

0.467

-0.015

SSEO

beta2_pH

16

1

0.874

0.829

0.401

1.788

1.277

0.366

0.123

SSEO

beta2_pH

16

1

-7.617

-7.130

-16.743

-1.645

1.122

4.130

-0.118

SSEO

beta2_pH

16

1

-4.157

-3.237

-11.446

-0.874

1.570

2.826

-0.326

SSEO

beta3_pH

16

1

41.903

41.868

40.956

43.175

1.589

0.584

0.060

SSEO

beta0_pelagic

16

-0.080

-0.025

-0.837

0.265

1.335

0.252

-0.218

SSEO

beta1_pelagic

16

1.181

1.073

0.570

1.996

1.102

0.380

0.284

SSEO

beta1_yellow

16

0.178

0.085

0.011

0.719

1.174

0.270

0.345

SSEO

mu_beta2_pH

2

1

1.558

1.046

-0.055

6.383

1.170

1.674

0.306

NG

tau_beta2_pH

2

1

0.448

0.107

0.042

1.921

1.106

3.435

0.099

NG

tau_beta5_pH

2

2

0.393

0.182

0.043

1.653

1.112

1.297

0.163

NG

beta0_pH

2

1

1.011

1.053

0.394

1.390

1.497

0.242

-0.173

NG

beta1_pH

2

1

2.399

2.298

1.691

3.419

1.403

0.461

0.219

NG

beta2_pH

2

1

0.537

0.483

0.127

1.374

1.338

0.346

0.156

NG

beta3_pH

2

1

32.197

32.216

28.651

36.021

1.435

1.742

-0.011

NG

beta0_yellow

2

0.499

0.564

-0.741

0.853

1.378

0.344

-0.189

NG

beta1_yellow

2

1.116

1.009

0.520

2.691

1.262

0.491

0.218

NG

beta3_yellow

2

29.238

28.720

25.638

37.399

1.312

2.442

0.212

NG

mu_beta0_pH

3

4

0.490

0.517

-0.314

1.072

1.368

0.341

-0.079

PWSI

tau_beta0_pH

3

1

8.907

3.941

0.765

49.301

1.101

12.823

0.387

PWSI

tau_beta0_pH

3

4

22.143

12.810

1.190

87.231

1.120

23.188

0.402

PWSI

mu_beta1_pH

3

2

1.356

1.266

0.309

2.899

1.131

0.697

0.129

PWSI

tau_beta1_pH

3

1

3.936

2.395

0.226

16.269

1.148

5.770

0.267

PWSI

tau_beta1_pH

3

2

7.462

2.873

0.137

50.129

1.111

12.848

0.357

PWSI

mu_beta2_pH

3

1

1.217

0.972

0.466

5.011

1.153

1.285

0.191

PWSI

mu_beta2_pH

3

1

-6.927

-7.082

-15.067

3.059

1.187

4.553

0.034

PWSI

mu_beta2_pH

3

1

-0.693

-1.893

-9.020

12.624

1.572

5.582

0.215

PWSI

tau_beta2_pH

3

1

19.737

10.928

0.095

84.038

1.111

22.458

0.392

PWSI

tau_beta2_pH

3

1

1.347

0.104

0.041

13.126

1.147

6.427

0.193

PWSI

beta0_pH

3

1

0.584

0.586

-0.391

1.454

1.252

0.453

-0.004

PWSI

beta1_pH

3

1

3.160

3.146

1.730

4.897

1.410

0.798

0.018

PWSI

beta2_pH

3

1

0.270

0.206

0.102

0.864

1.369

0.284

0.226

PWSI

beta3_pH

3

1

32.032

31.955

28.096

37.100

1.144

2.324

0.033

PWSI

beta2_yellow

3

-6.004

-4.075

-20.624

-0.224

1.356

5.630

-0.343

PWSI

beta3_yellow

3

32.994

32.832

23.725

41.342

1.109

3.772

0.043

PWSI

beta0_pH

4

1

1.008

0.982

0.093

1.677

1.338

0.406

0.064

PWSO

beta1_pH

4

1

3.720

3.427

1.792

6.986

1.388

1.406

0.208

PWSO

beta2_pH

4

1

0.297

0.196

0.071

1.251

1.431

0.378

0.268

PWSO

beta3_pH

4

1

35.194

34.534

28.584

42.374

1.152

3.732

0.177

PWSO

beta2_pelagic

4

8.274

8.450

0.582

20.016

1.123

5.279

-0.033

PWSO

beta0_yellow

4

0.937

0.980

0.215

1.343

1.107

0.272

-0.158

PWSO

beta2_pH

5

1

2.545

1.930

0.575

8.683

1.117

2.091

0.294

BSAI

beta1_pH

6

1

1.832

1.780

1.068

2.809

1.147

0.432

0.120

SOKO2SAP

beta2_pH

6

1

1.243

0.615

0.204

7.337

1.149

1.912

0.329

SOKO2SAP

beta4_yellow

6

1.803

1.025

-5.839

10.704

1.202

8.706

0.089

SOKO2SAP

beta_H

6

1

4.491

5.716

-5.653

7.853

1.216

3.529

-0.347

SOKO2SAP

beta_H

6

2

6.372

6.543

3.929

7.873

1.168

0.990

-0.173

SOKO2SAP

beta_H

6

3

7.938

7.609

6.610

10.470

1.226

1.038

0.317

SOKO2SAP

beta_H

6

4

7.528

7.731

5.562

8.495

1.192

0.732

-0.277

SOKO2SAP

beta_H

6

5

8.575

8.461

7.857

9.842

1.210

0.502

0.227

SOKO2SAP

beta_H

6

7

8.121

8.862

1.190

10.373

1.207

2.355

-0.315

SOKO2SAP

beta0_H

6

7.329

7.719

-64.079

79.032

1.114

32.042

-0.012

SOKO2SAP

beta5_pH

7

1

1.400

1.414

0.895

1.961

1.140

0.263

-0.053

WKMA

beta4_yellow

7

0.131

0.987

-10.216

7.724

1.231

10.568

-0.081

WKMA

beta0_pH

8

1

-0.539

-0.518

-1.132

-0.050

1.800

0.279

-0.075

afognak

beta1_pH

8

1

1.909

1.842

1.130

2.895

1.670

0.457

0.147

afognak

beta2_pH

8

1

1.413

0.594

0.222

7.411

1.346

2.055

0.399

afognak

beta3_pH

8

1

33.970

33.172

29.503

39.873

2.046

2.931

0.272

afognak

beta0_black

8

1.209

1.210

0.622

1.808

1.264

0.300

-0.003

afognak

beta_H

8

1

1.697

1.304

-2.802

4.414

1.112

5.229

0.075

afognak

beta0_H

8

5.503

6.249

-24.178

32.435

1.102

40.836

-0.018

afognak

beta0_pH

9

1

-0.300

-0.309

-0.829

0.268

1.225

0.283

0.032

eastside

beta1_pH

9

1

1.831

1.852

1.174

2.441

1.166

0.333

-0.063

eastside

beta2_pH

9

1

1.261

0.709

0.269

7.060

1.141

1.758

0.314

eastside

beta2_pH

9

1

0.737

0.470

0.212

3.234

1.235

1.475

0.181

eastside

beta3_pH

9

1

30.642

30.624

27.627

34.157

1.111

1.651

0.011

eastside

beta4_yellow

9

1.652

1.023

-5.988

10.246

1.201

8.198

0.077

eastside

pG

13

33

0.572

0.573

0.437

0.706

1.107

0.070

-0.014

NSEI

pG

13

45

0.706

0.707

0.612

0.804

1.168

0.050

-0.020

NSEI

lambda_H

14

3.623

2.177

0.223

15.546

1.114

5.111

0.283

NSEO

b1_pG

15

29.076

28.474

13.366

46.744

1.102

9.236

0.065

SSEI

b2_pG

15

31.210

31.026

14.226

48.624

1.113

9.698

0.019

SSEI

pG

16

29

0.777

0.777

0.649

0.904

1.123

0.066

0.000

SSEO

pG

16

32

0.791

0.791

0.653

0.927

1.136

0.068

0.000

SSEO

pG

16

34

0.738

0.737

0.579

0.884

1.110

0.077

0.013

SSEO

pG

16

35

0.727

0.729

0.583

0.870

1.102

0.074

-0.027

SSEO

pG

16

38

0.767

0.766

0.631

0.903

1.135

0.069

0.014

SSEO

pG

16

43

0.774

0.774

0.660

0.898

1.144

0.062

0.000

SSEO

mu_lambda_H

2

4.068

3.924

0.651

8.175

1.128

1.971

0.073

NG

sigma_lambda_H

2

9.067

8.727

1.082

18.809

1.125

4.734

0.072

NG

b2_pG

6

12.195

10.548

4.560

30.148

1.113

6.566

0.251

SOKO2SAP

lambda_H

6

14.346

7.677

0.015

43.787

1.859

16.088

0.415

SOKO2SAP

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

1,467.00

381.00

1,908.00

390.00

Prop. of total

0.79

0.21

0.83

0.17

Prop. median less than 1

0.12

0.13

0.19

0.35

Prop. median less than 10

0.19

0.36

0.35

0.67

Prop. median less than 50

0.30

0.56

0.49

0.78

Median of the median values

602.21

26.06

55.58

3.16

Mean of the median values

1,895.61

487.93

713.61

295.26

Mean skew of posteriors

0.18

0.28

0.24

0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

45.00

18.00

108.00

71.00

Prop. of total

0.71

0.29

0.60

0.40

Prop. median less than 1

0.16

0.39

0.57

0.54

Prop. median less than 10

0.20

0.78

0.72

0.86

Prop. median less than 50

0.36

0.94

0.83

0.92

Median of the median values

775.55

1.20

0.26

0.36

Mean of the median values

1,460.54

10.10

116.25

66.05

Mean skew of posteriors

0.16

0.22

0.16

0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

b2_pG

2

beta_H

7

beta0_black

1

beta0_dsr

1

beta0_H

1

beta0_pelagic

3

beta0_pH

23

beta0_yellow

2

beta1_pelagic

2

beta1_pH

21

beta1_yellow

2

beta2_pelagic

1

beta2_pH

28

beta2_yellow

2

beta3_pelagic

1

beta3_pH

12

beta3_yellow

2

beta4_dsr

1

beta4_yellow

3

beta5_pH

4

Bp_ay

3

Bp_ayu

4

H_ay

10

H_ayg

1

H_ayu

11

Hb_ay

10

Hb_ayg

5

Hb_ayu

7

Hd_ay

3

Hd_ayg

1

Hd_ayu

3

Ho_ay

12

Ho_ayg

1

Ho_ayu

19

Hp_ay

9

Hp_ayg

2

Hp_ayu

8

Hs_ay

4

Hs_ayg

3

Hs_ayu

5

Htrend_ay

15

Hy_ay

6

Hy_ayg

1

Hy_ayu

7

lambda_H

2

mu_beta0_pH

2

mu_beta1_pH

1

mu_beta2_pH

4

mu_lambda_H

1

p_black

3

p_dsr

1

p_slope

4

pG

5

pH

8

R_ay

4

R_ayg

3

R_ayu

6

Rb_ay

4

Rb_ayg

6

Rb_ayu

6

Rd_ay

1

Rd_ayg

2

Rd_ayu

2

re_black

6

re_dsr

15

re_pelagic

22

re_pH

120

re_slope

1

re_yellow

7

Ro_ay

31

Ro_ayg

25

Ro_ayu

42

Rp_ay

5

Rp_ayg

3

Rp_ayu

6

Rs_ay

25

Rs_ayg

21

Rs_ayu

44

Ry_ay

43

Ry_ayg

3

Ry_ayu

60

sd_pH

1

sigma_lambda_H

1

tau_beta0_pH

2

tau_beta1_pH

2

tau_beta2_pH

2

tau_beta5_pH

1

tau_pH

1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.009 0.067 -0.131 -0.012 0.133
mu_bc_H[2] 0.068 0.051 -0.021 0.065 0.180
mu_bc_H[3] -0.298 0.070 -0.430 -0.300 -0.150
mu_bc_H[4] -0.920 0.182 -1.293 -0.917 -0.575
mu_bc_H[5] 1.647 1.369 0.214 1.302 5.175
mu_bc_H[6] -2.357 0.334 -3.013 -2.356 -1.708
mu_bc_H[7] -0.452 0.104 -0.663 -0.449 -0.255
mu_bc_H[8] 0.288 0.352 -0.289 0.261 1.091
mu_bc_H[9] -0.240 0.124 -0.491 -0.241 0.009
mu_bc_H[10] 0.083 0.065 -0.036 0.082 0.218
mu_bc_H[11] -0.127 0.037 -0.201 -0.128 -0.054
mu_bc_H[12] -0.258 0.109 -0.491 -0.254 -0.047
mu_bc_H[13] -0.148 0.075 -0.288 -0.148 0.004
mu_bc_H[14] -0.312 0.092 -0.500 -0.310 -0.135
mu_bc_H[15] -0.326 0.043 -0.409 -0.326 -0.240
mu_bc_H[16] -0.281 0.367 -0.933 -0.307 0.505
mu_bc_R[1] 1.007 0.120 0.768 1.006 1.237
mu_bc_R[2] 1.003 0.074 0.849 1.006 1.137
mu_bc_R[3] 0.285 0.089 0.109 0.285 0.464
mu_bc_R[4] 0.665 0.201 0.240 0.676 1.035
mu_bc_R[5] 1.591 0.396 0.808 1.594 2.361
mu_bc_R[6] -1.491 0.390 -2.244 -1.497 -0.709
mu_bc_R[7] 0.399 0.196 0.003 0.400 0.778
mu_bc_R[8] 0.646 0.145 0.370 0.642 0.944
mu_bc_R[9] 0.365 0.174 0.010 0.371 0.690
mu_bc_R[10] 0.840 0.103 0.631 0.838 1.037
mu_bc_R[11] 1.086 0.073 0.934 1.089 1.224
mu_bc_R[12] 0.807 0.166 0.474 0.812 1.130
mu_bc_R[13] 1.092 0.091 0.914 1.093 1.267
mu_bc_R[14] 0.884 0.118 0.652 0.886 1.115
mu_bc_R[15] 0.815 0.097 0.620 0.815 1.009
mu_bc_R[16] 1.448 0.103 1.242 1.450 1.646
tau_pH[1] 3.190 0.237 2.738 3.188 3.666
tau_pH[2] 1.636 0.153 1.361 1.630 1.948
tau_pH[3] 1.498 0.139 1.247 1.490 1.792
tau_pH[4] 1.415 0.195 1.066 1.403 1.819
tau_pH[5] 0.628 0.109 0.447 0.619 0.863
beta0_pH[1,1,1] 0.364 0.204 -0.027 0.360 0.782
beta0_pH[2,1,1] 1.011 0.242 0.394 1.053 1.390
beta0_pH[3,1,1] 0.584 0.453 -0.391 0.586 1.454
beta0_pH[4,1,1] 1.008 0.406 0.093 0.982 1.677
beta0_pH[5,1,1] -0.685 0.277 -1.237 -0.677 -0.160
beta0_pH[6,1,1] -0.381 0.281 -1.034 -0.361 0.084
beta0_pH[7,1,1] 0.706 0.126 0.442 0.713 0.939
beta0_pH[8,1,1] -0.539 0.279 -1.132 -0.518 -0.050
beta0_pH[9,1,1] -0.300 0.283 -0.829 -0.309 0.268
beta0_pH[10,1,1] 0.282 0.196 -0.070 0.277 0.628
beta0_pH[11,1,1] 0.027 0.185 -0.365 0.013 0.402
beta0_pH[12,1,1] 0.524 0.208 0.109 0.530 0.912
beta0_pH[13,1,1] 0.048 0.154 -0.263 0.061 0.326
beta0_pH[14,1,1] -0.211 0.172 -0.544 -0.207 0.123
beta0_pH[15,1,1] -0.118 0.223 -0.685 -0.097 0.253
beta0_pH[16,1,1] -0.148 0.209 -0.633 -0.131 0.222
beta0_pH[1,2,1] 0.132 0.178 -0.240 0.143 0.451
beta0_pH[2,2,1] 0.542 0.113 0.321 0.543 0.762
beta0_pH[3,2,1] 0.456 0.118 0.219 0.458 0.679
beta0_pH[4,2,1] 0.606 0.230 0.091 0.632 0.980
beta0_pH[5,2,1] -0.141 0.516 -1.272 -0.119 0.785
beta0_pH[6,2,1] -0.184 0.540 -1.309 -0.157 0.762
beta0_pH[7,2,1] -0.231 0.572 -1.500 -0.192 0.822
beta0_pH[8,2,1] -0.107 0.173 -0.450 -0.107 0.221
beta0_pH[9,2,1] 0.144 0.172 -0.195 0.143 0.475
beta0_pH[10,2,1] -0.213 0.122 -0.452 -0.212 0.023
beta0_pH[11,2,1] 0.143 0.274 -0.394 0.152 0.660
beta0_pH[12,2,1] 0.574 0.429 -0.194 0.560 1.395
beta0_pH[13,2,1] 0.229 0.270 -0.300 0.229 0.762
beta0_pH[14,2,1] 0.021 0.299 -0.584 0.027 0.620
beta0_pH[15,2,1] 0.365 0.396 -0.385 0.346 1.189
beta0_pH[16,2,1] 1.150 0.814 -0.133 1.166 2.555
beta0_pH[1,1,2] 2.524 0.218 2.094 2.525 2.940
beta0_pH[2,1,2] 2.946 0.183 2.579 2.948 3.297
beta0_pH[3,1,2] 3.446 0.201 3.061 3.444 3.840
beta0_pH[4,1,2] 3.234 0.170 2.917 3.229 3.579
beta0_pH[5,1,2] 4.432 1.306 2.679 4.169 7.680
beta0_pH[6,1,2] 3.322 0.253 2.841 3.320 3.834
beta0_pH[7,1,2] 1.971 0.243 1.492 1.973 2.430
beta0_pH[8,1,2] 2.823 0.215 2.413 2.824 3.244
beta0_pH[9,1,2] 3.912 0.286 3.364 3.908 4.479
beta0_pH[10,1,2] 3.885 0.240 3.419 3.882 4.362
beta0_pH[11,1,2] 2.050 0.180 1.720 2.043 2.428
beta0_pH[12,1,2] 1.816 0.212 1.401 1.815 2.235
beta0_pH[13,1,2] 2.410 0.198 2.032 2.407 2.807
beta0_pH[14,1,2] 1.962 0.176 1.608 1.968 2.297
beta0_pH[15,1,2] 2.445 0.198 2.054 2.449 2.832
beta0_pH[16,1,2] 2.633 0.214 2.210 2.635 3.040
beta0_pH[1,2,2] 1.915 0.688 0.418 1.935 3.172
beta0_pH[2,2,2] 1.781 0.261 1.275 1.776 2.286
beta0_pH[3,2,2] 1.943 0.254 1.447 1.941 2.439
beta0_pH[4,2,2] 2.320 0.276 1.802 2.314 2.869
beta0_pH[5,2,2] 3.401 1.505 0.477 3.334 6.629
beta0_pH[6,2,2] 3.394 1.509 0.509 3.313 6.627
beta0_pH[7,2,2] 3.407 1.507 0.510 3.355 6.535
beta0_pH[8,2,2] 4.304 1.356 2.438 4.067 7.618
beta0_pH[9,2,2] 3.973 1.314 1.968 3.769 7.062
beta0_pH[10,2,2] 2.537 0.375 1.801 2.531 3.315
beta0_pH[11,2,2] 2.578 0.224 2.143 2.575 3.014
beta0_pH[12,2,2] 1.513 0.452 0.583 1.525 2.370
beta0_pH[13,2,2] 2.681 0.218 2.265 2.681 3.120
beta0_pH[14,2,2] 1.926 0.225 1.478 1.925 2.374
beta0_pH[15,2,2] 2.624 0.208 2.223 2.626 3.030
beta0_pH[16,2,2] 3.409 0.335 2.770 3.406 4.079
beta0_pH[1,1,3] 0.739 0.575 -0.915 0.860 1.512
beta0_pH[2,1,3] 2.075 0.214 1.654 2.074 2.491
beta0_pH[3,1,3] 2.663 0.201 2.266 2.657 3.071
beta0_pH[4,1,3] 3.032 0.212 2.624 3.032 3.454
beta0_pH[5,1,3] 2.600 1.401 0.713 2.356 5.934
beta0_pH[6,1,3] 1.236 0.416 0.480 1.211 2.087
beta0_pH[7,1,3] 0.512 0.220 0.114 0.503 0.948
beta0_pH[8,1,3] 0.244 0.240 -0.250 0.244 0.699
beta0_pH[9,1,3] -2.325 0.759 -3.818 -2.343 -0.873
beta0_pH[10,1,3] -0.349 0.629 -1.768 -0.313 0.761
beta0_pH[11,1,3] 1.024 0.357 0.355 1.008 1.758
beta0_pH[12,1,3] 0.864 0.456 -0.039 0.852 1.875
beta0_pH[13,1,3] 0.750 0.365 -0.056 0.770 1.418
beta0_pH[14,1,3] 0.573 0.369 -0.263 0.605 1.203
beta0_pH[15,1,3] 0.810 0.318 0.179 0.810 1.461
beta0_pH[16,1,3] 1.012 0.435 0.257 0.971 1.982
beta0_pH[1,2,3] 1.094 0.525 0.095 1.084 2.153
beta0_pH[2,2,3] 0.222 0.263 -0.281 0.221 0.764
beta0_pH[3,2,3] 0.526 0.219 0.112 0.518 0.959
beta0_pH[4,2,3] 0.584 0.290 0.020 0.589 1.159
beta0_pH[5,2,3] 0.311 1.951 -3.369 0.181 4.739
beta0_pH[6,2,3] 0.171 1.901 -3.328 0.087 4.272
beta0_pH[7,2,3] 0.095 2.059 -3.835 0.096 4.346
beta0_pH[8,2,3] -0.530 1.136 -2.826 -0.488 1.614
beta0_pH[9,2,3] 0.272 2.041 -3.826 0.204 4.715
beta0_pH[10,2,3] -0.116 0.340 -0.813 -0.115 0.522
beta0_pH[11,2,3] 0.801 0.291 0.140 0.826 1.298
beta0_pH[12,2,3] 0.818 0.309 0.161 0.832 1.365
beta0_pH[13,2,3] 1.025 0.372 0.327 1.002 1.827
beta0_pH[14,2,3] 0.734 0.337 0.019 0.754 1.366
beta0_pH[15,2,3] 0.776 0.324 0.095 0.788 1.384
beta0_pH[16,2,3] 0.919 0.392 0.138 0.906 1.760
beta0_pH[11,1,4] 0.627 0.403 -0.192 0.607 1.422
beta0_pH[12,1,4] 0.524 0.529 -0.554 0.537 1.639
beta0_pH[13,1,4] 0.354 0.521 -0.853 0.449 1.167
beta0_pH[14,1,4] 0.368 0.426 -0.600 0.421 1.129
beta0_pH[15,1,4] 0.387 0.417 -0.468 0.433 1.100
beta0_pH[16,1,4] 0.563 0.485 -0.503 0.582 1.452
beta0_pH[11,2,4] 0.399 0.413 -0.589 0.459 1.046
beta0_pH[12,2,4] 0.503 0.405 -0.423 0.545 1.197
beta0_pH[13,2,4] 0.661 0.448 -0.332 0.671 1.520
beta0_pH[14,2,4] 0.446 0.416 -0.514 0.483 1.192
beta0_pH[15,2,4] 0.491 0.409 -0.489 0.530 1.214
beta0_pH[16,2,4] 0.574 0.467 -0.422 0.581 1.483
beta0_pH[11,1,5] 2.786 0.346 2.117 2.787 3.489
beta0_pH[12,1,5] -0.864 0.519 -1.840 -0.872 0.210
beta0_pH[13,1,5] 3.075 0.521 2.107 3.071 4.076
beta0_pH[14,1,5] 3.571 0.485 2.631 3.561 4.546
beta0_pH[15,1,5] 2.114 0.428 1.278 2.115 2.952
beta0_pH[16,1,5] -0.326 0.300 -0.876 -0.339 0.313
beta0_pH[11,2,5] 2.105 0.380 1.368 2.099 2.841
beta0_pH[12,2,5] -0.772 1.181 -3.265 -0.725 1.384
beta0_pH[13,2,5] 4.254 0.439 3.422 4.253 5.127
beta0_pH[14,2,5] 3.151 0.622 1.953 3.129 4.390
beta0_pH[15,2,5] 2.602 0.349 1.899 2.599 3.282
beta0_pH[16,2,5] 4.324 0.709 3.023 4.293 5.780
beta1_pH[1,1,1] 3.518 0.975 2.466 3.306 7.043
beta1_pH[2,1,1] 2.399 0.461 1.691 2.298 3.419
beta1_pH[3,1,1] 3.160 0.798 1.730 3.146 4.897
beta1_pH[4,1,1] 3.720 1.406 1.792 3.427 6.986
beta1_pH[5,1,1] 2.163 0.328 1.568 2.148 2.861
beta1_pH[6,1,1] 1.832 0.432 1.068 1.780 2.809
beta1_pH[7,1,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,1] 1.909 0.457 1.130 1.842 2.895
beta1_pH[9,1,1] 1.831 0.333 1.174 1.852 2.441
beta1_pH[10,1,1] 2.116 0.303 1.546 2.104 2.737
beta1_pH[11,1,1] 3.184 0.244 2.691 3.198 3.645
beta1_pH[12,1,1] 2.973 0.258 2.508 2.969 3.489
beta1_pH[13,1,1] 2.775 0.441 2.256 2.717 4.396
beta1_pH[14,1,1] 3.275 0.263 2.782 3.272 3.827
beta1_pH[15,1,1] 2.723 0.286 2.264 2.685 3.424
beta1_pH[16,1,1] 3.062 0.264 2.600 3.051 3.644
beta1_pH[1,2,1] 0.385 0.284 0.001 0.349 1.000
beta1_pH[2,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,1] 0.354 0.312 0.001 0.290 1.066
beta1_pH[5,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,1] 1.593 0.317 0.985 1.580 2.230
beta1_pH[12,2,1] 1.427 0.486 0.536 1.403 2.361
beta1_pH[13,2,1] 1.541 0.308 0.934 1.533 2.166
beta1_pH[14,2,1] 1.709 0.342 1.070 1.701 2.384
beta1_pH[15,2,1] 1.451 0.401 0.641 1.459 2.238
beta1_pH[16,2,1] 2.516 0.821 1.138 2.503 3.940
beta1_pH[1,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,1,3] 2.622 1.385 0.619 2.320 5.925
beta1_pH[2,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,3] 4.515 1.971 2.074 4.062 10.032
beta1_pH[9,1,3] 4.627 0.980 2.901 4.599 6.676
beta1_pH[10,1,3] 5.073 1.904 2.649 4.617 10.288
beta1_pH[11,1,3] 2.180 0.432 1.335 2.172 3.025
beta1_pH[12,1,3] 3.197 0.536 2.137 3.197 4.236
beta1_pH[13,1,3] 1.680 0.412 0.917 1.670 2.522
beta1_pH[14,1,3] 1.785 0.411 1.005 1.771 2.626
beta1_pH[15,1,3] 2.078 0.386 1.312 2.077 2.848
beta1_pH[16,1,3] 3.298 0.508 2.255 3.315 4.274
beta1_pH[1,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,3] 0.786 0.668 0.121 0.637 2.294
beta1_pH[12,2,3] 0.898 0.824 0.131 0.798 2.243
beta1_pH[13,2,3] 1.478 0.473 0.506 1.474 2.415
beta1_pH[14,2,3] 1.532 0.481 0.599 1.512 2.532
beta1_pH[15,2,3] 0.982 0.415 0.186 0.988 1.805
beta1_pH[16,2,3] 1.891 0.515 0.858 1.888 2.919
beta1_pH[11,1,4] 2.287 0.500 1.239 2.315 3.266
beta1_pH[12,1,4] 3.426 0.619 2.182 3.401 4.726
beta1_pH[13,1,4] 1.353 0.581 0.354 1.300 2.633
beta1_pH[14,1,4] 1.799 0.480 0.928 1.761 2.841
beta1_pH[15,1,4] 1.158 0.453 0.225 1.153 1.905
beta1_pH[16,1,4] 3.490 0.589 2.401 3.474 4.750
beta1_pH[11,2,4] 0.850 0.580 0.049 0.748 2.305
beta1_pH[12,2,4] 1.060 0.596 0.105 0.990 2.438
beta1_pH[13,2,4] 1.552 0.573 0.540 1.515 2.831
beta1_pH[14,2,4] 1.889 0.568 0.850 1.866 3.101
beta1_pH[15,2,4] 1.172 0.535 0.265 1.114 2.385
beta1_pH[16,2,4] 2.072 0.593 0.956 2.062 3.231
beta1_pH[11,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1,1] 0.433 0.184 0.210 0.392 0.920
beta2_pH[2,1,1] 0.537 0.346 0.127 0.483 1.374
beta2_pH[3,1,1] 0.270 0.284 0.102 0.206 0.864
beta2_pH[4,1,1] 0.297 0.378 0.071 0.196 1.251
beta2_pH[5,1,1] 2.545 2.091 0.575 1.930 8.683
beta2_pH[6,1,1] 1.243 1.912 0.204 0.615 7.337
beta2_pH[7,1,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,1] 1.413 2.055 0.222 0.594 7.411
beta2_pH[9,1,1] 1.261 1.758 0.269 0.709 7.060
beta2_pH[10,1,1] 1.454 1.778 0.396 0.912 7.213
beta2_pH[11,1,1] 1.018 0.452 0.511 0.916 2.344
beta2_pH[12,1,1] 1.328 0.591 0.648 1.170 3.061
beta2_pH[13,1,1] 0.983 0.447 0.195 0.922 2.084
beta2_pH[14,1,1] 1.042 0.345 0.563 0.983 1.703
beta2_pH[15,1,1] 0.900 0.398 0.350 0.858 1.756
beta2_pH[16,1,1] 0.874 0.366 0.401 0.829 1.788
beta2_pH[1,2,1] 2.280 1.361 0.044 2.464 3.994
beta2_pH[2,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,1] 2.164 1.413 0.033 2.316 3.993
beta2_pH[5,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,1] 2.420 1.217 0.510 2.558 3.993
beta2_pH[12,2,1] 2.297 1.361 0.060 2.454 3.994
beta2_pH[13,2,1] 2.431 1.199 0.531 2.534 3.993
beta2_pH[14,2,1] 2.650 1.172 0.512 3.000 3.994
beta2_pH[15,2,1] 2.474 1.211 0.394 2.659 3.993
beta2_pH[16,2,1] 2.396 1.232 0.552 2.535 3.995
beta2_pH[1,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1,3] 3.325 4.980 0.109 0.862 17.908
beta2_pH[2,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,3] 2.355 2.136 0.492 1.635 7.575
beta2_pH[9,1,3] 0.737 1.475 0.212 0.470 3.234
beta2_pH[10,1,3] 0.676 1.456 0.147 0.366 3.383
beta2_pH[11,1,3] -7.238 4.567 -17.257 -6.773 -0.652
beta2_pH[12,1,3] -8.075 4.270 -17.216 -7.809 -1.182
beta2_pH[13,1,3] -7.892 4.064 -15.155 -7.731 -1.443
beta2_pH[14,1,3] -7.364 4.182 -16.172 -6.707 -1.577
beta2_pH[15,1,3] -7.957 3.958 -16.800 -8.004 -1.605
beta2_pH[16,1,3] -7.617 4.130 -16.743 -7.130 -1.645
beta2_pH[1,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,3] -6.508 5.898 -21.197 -4.783 -0.075
beta2_pH[12,2,3] -6.469 5.795 -21.017 -4.808 -0.123
beta2_pH[13,2,3] -6.560 5.856 -21.785 -4.788 -0.231
beta2_pH[14,2,3] -6.640 5.616 -20.898 -4.807 -0.586
beta2_pH[15,2,3] -6.462 5.519 -20.388 -4.786 -0.290
beta2_pH[16,2,3] -6.857 5.511 -20.813 -5.090 -0.699
beta2_pH[11,1,4] -3.521 2.996 -10.815 -2.667 -0.237
beta2_pH[12,1,4] -3.919 3.208 -11.733 -2.907 -0.474
beta2_pH[13,1,4] -3.079 2.917 -10.381 -2.142 -0.032
beta2_pH[14,1,4] -3.792 2.163 -8.488 -3.235 -0.749
beta2_pH[15,1,4] -3.774 2.845 -9.811 -3.284 -0.019
beta2_pH[16,1,4] -4.157 2.826 -11.446 -3.237 -0.874
beta2_pH[11,2,4] -4.837 5.206 -19.100 -3.027 -0.037
beta2_pH[12,2,4] -4.960 5.176 -19.162 -3.181 -0.087
beta2_pH[13,2,4] -4.841 5.208 -19.092 -2.805 -0.167
beta2_pH[14,2,4] -5.252 5.021 -19.813 -3.403 -0.473
beta2_pH[15,2,4] -5.025 5.097 -18.890 -3.059 -0.193
beta2_pH[16,2,4] -5.433 4.959 -19.085 -3.621 -0.515
beta2_pH[11,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1,1] 36.024 1.755 33.590 35.739 41.794
beta3_pH[2,1,1] 32.197 1.742 28.651 32.216 36.021
beta3_pH[3,1,1] 32.032 2.324 28.096 31.955 37.100
beta3_pH[4,1,1] 35.194 3.732 28.584 34.534 42.374
beta3_pH[5,1,1] 27.447 0.603 26.362 27.425 28.543
beta3_pH[6,1,1] 33.067 1.936 29.159 33.052 37.295
beta3_pH[7,1,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,1] 33.970 2.931 29.503 33.172 39.873
beta3_pH[9,1,1] 30.642 1.651 27.627 30.624 34.157
beta3_pH[10,1,1] 32.019 0.800 30.496 32.027 33.607
beta3_pH[11,1,1] 30.348 0.596 29.271 30.296 31.708
beta3_pH[12,1,1] 30.516 0.443 29.609 30.524 31.361
beta3_pH[13,1,1] 33.031 1.046 31.558 32.902 36.567
beta3_pH[14,1,1] 32.084 0.543 31.116 32.091 33.167
beta3_pH[15,1,1] 31.125 0.728 29.582 31.115 32.547
beta3_pH[16,1,1] 30.768 0.673 29.366 30.794 32.035
beta3_pH[1,2,1] 34.311 3.296 26.888 34.217 41.915
beta3_pH[2,2,1] 34.149 5.233 25.440 34.225 42.489
beta3_pH[3,2,1] 32.280 6.070 22.555 32.227 42.265
beta3_pH[4,2,1] 31.490 5.451 22.966 29.936 42.352
beta3_pH[5,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,1] 35.011 1.409 32.547 34.837 37.627
beta3_pH[12,2,1] 31.984 2.214 29.168 31.419 37.464
beta3_pH[13,2,1] 30.797 1.125 29.085 30.837 32.716
beta3_pH[14,2,1] 32.270 1.263 30.984 31.835 35.601
beta3_pH[15,2,1] 31.049 1.343 29.162 30.977 33.923
beta3_pH[16,2,1] 30.799 1.081 29.070 30.973 32.518
beta3_pH[1,1,2] 33.950 5.216 25.557 33.853 42.495
beta3_pH[2,1,2] 34.106 5.247 25.544 33.958 42.551
beta3_pH[3,1,2] 32.514 6.122 22.453 32.516 42.498
beta3_pH[4,1,2] 32.639 6.056 22.577 32.710 42.521
beta3_pH[5,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,2,2] 34.099 5.202 25.490 34.095 42.502
beta3_pH[2,2,2] 33.947 5.201 25.477 33.879 42.625
beta3_pH[3,2,2] 32.273 6.038 22.453 32.062 42.491
beta3_pH[4,2,2] 32.555 6.053 22.578 32.564 42.442
beta3_pH[5,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,1,3] 38.268 3.275 30.417 39.439 42.534
beta3_pH[2,1,3] 33.999 5.222 25.451 33.802 42.562
beta3_pH[3,1,3] 32.574 6.157 22.554 32.529 42.569
beta3_pH[4,1,3] 32.441 6.028 22.440 32.501 42.377
beta3_pH[5,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,3] 41.984 0.793 40.611 41.813 43.760
beta3_pH[9,1,3] 30.948 1.492 28.391 30.885 33.905
beta3_pH[10,1,3] 36.172 2.399 32.538 35.793 42.294
beta3_pH[11,1,3] 40.686 0.950 39.078 40.666 42.554
beta3_pH[12,1,3] 42.121 0.828 39.462 42.356 42.864
beta3_pH[13,1,3] 41.350 0.774 39.667 41.414 42.810
beta3_pH[14,1,3] 40.273 0.807 38.811 40.222 41.813
beta3_pH[15,1,3] 40.742 0.619 39.693 40.724 42.005
beta3_pH[16,1,3] 42.194 0.404 41.265 42.172 42.895
beta3_pH[1,2,3] 33.891 5.194 25.501 33.877 42.524
beta3_pH[2,2,3] 33.902 5.114 25.460 33.785 42.542
beta3_pH[3,2,3] 32.480 6.061 22.587 32.409 42.483
beta3_pH[4,2,3] 32.565 5.994 22.543 32.677 42.384
beta3_pH[5,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,3] 35.803 4.745 29.107 36.647 42.634
beta3_pH[12,2,3] 35.884 4.148 29.293 36.038 42.691
beta3_pH[13,2,3] 40.358 1.487 36.823 40.559 42.614
beta3_pH[14,2,3] 39.675 1.253 36.950 39.824 41.747
beta3_pH[15,2,3] 39.608 2.259 32.663 40.061 42.547
beta3_pH[16,2,3] 41.342 1.031 39.281 41.499 42.760
beta3_pH[11,1,4] 40.644 1.086 38.773 40.546 42.810
beta3_pH[12,1,4] 42.110 0.780 39.932 42.325 43.091
beta3_pH[13,1,4] 41.773 1.328 38.812 41.812 43.855
beta3_pH[14,1,4] 40.549 0.875 38.685 40.633 41.927
beta3_pH[15,1,4] 40.822 2.300 34.523 41.139 43.876
beta3_pH[16,1,4] 41.903 0.584 40.956 41.868 43.175
beta3_pH[11,2,4] 39.926 2.556 34.623 40.264 43.766
beta3_pH[12,2,4] 39.008 2.806 34.491 38.862 43.671
beta3_pH[13,2,4] 40.153 1.887 35.857 40.371 43.470
beta3_pH[14,2,4] 39.826 1.055 37.677 39.919 41.724
beta3_pH[15,2,4] 40.073 1.714 36.256 40.266 43.086
beta3_pH[16,2,4] 41.485 0.905 39.411 41.551 43.037
beta3_pH[11,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,2,5] 25.000 0.000 25.000 25.000 25.000
beta0_pelagic[1] 2.220 0.109 2.008 2.220 2.439
beta0_pelagic[2] 1.505 0.105 1.287 1.500 1.712
beta0_pelagic[3] 0.280 0.170 -0.084 0.303 0.601
beta0_pelagic[4] 0.236 0.186 -0.087 0.232 0.612
beta0_pelagic[5] 1.411 0.183 1.063 1.412 1.762
beta0_pelagic[6] 1.373 0.123 1.132 1.373 1.608
beta0_pelagic[7] 1.499 0.110 1.289 1.497 1.709
beta0_pelagic[8] 1.736 0.107 1.525 1.738 1.945
beta0_pelagic[9] 2.782 0.128 2.533 2.781 3.033
beta0_pelagic[10] 2.549 0.102 2.345 2.550 2.749
beta0_pelagic[11] -0.231 0.236 -0.702 -0.208 0.183
beta0_pelagic[12] 1.784 0.108 1.568 1.788 1.997
beta0_pelagic[13] 0.150 0.175 -0.252 0.153 0.429
beta0_pelagic[14] -0.509 0.203 -0.953 -0.485 -0.132
beta0_pelagic[15] -0.242 0.109 -0.431 -0.241 -0.017
beta0_pelagic[16] -0.080 0.252 -0.837 -0.025 0.265
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.651 0.211 0.231 0.657 1.059
beta1_pelagic[4] 0.903 0.193 0.546 0.910 1.244
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.248 0.331 0.694 1.245 1.910
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 1.186 0.378 0.664 1.127 2.241
beta1_pelagic[14] 2.026 0.472 1.408 1.907 3.190
beta1_pelagic[15] 0.302 0.296 0.012 0.171 0.928
beta1_pelagic[16] 1.181 0.380 0.570 1.073 1.996
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 8.084 5.814 0.404 7.016 21.267
beta2_pelagic[4] 8.274 5.279 0.582 8.450 20.016
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 1.670 1.528 0.186 1.135 5.875
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 1.107 1.325 0.200 0.567 5.132
beta2_pelagic[14] 0.789 0.805 0.215 0.574 3.295
beta2_pelagic[15] 2.648 1.797 0.220 2.327 6.965
beta2_pelagic[16] 1.349 1.510 0.169 0.693 5.669
beta3_pelagic[1] 30.967 6.913 19.658 31.084 42.447
beta3_pelagic[2] 31.071 6.913 19.628 31.081 42.416
beta3_pelagic[3] 29.769 2.350 24.689 30.297 34.280
beta3_pelagic[4] 25.899 1.013 23.515 26.171 27.336
beta3_pelagic[5] 29.231 6.604 18.600 29.058 40.388
beta3_pelagic[6] 29.683 6.731 18.596 29.887 40.400
beta3_pelagic[7] 29.361 6.708 18.506 29.314 40.364
beta3_pelagic[8] 29.662 6.557 18.623 29.849 40.400
beta3_pelagic[9] 29.527 6.638 18.611 29.623 40.438
beta3_pelagic[10] 29.526 6.623 18.560 29.371 40.348
beta3_pelagic[11] 29.729 1.006 27.738 29.777 31.575
beta3_pelagic[12] 30.890 6.953 19.518 30.879 42.461
beta3_pelagic[13] 36.155 2.489 31.445 35.937 42.007
beta3_pelagic[14] 33.644 1.621 31.254 33.381 37.963
beta3_pelagic[15] 36.813 5.797 21.149 39.304 42.774
beta3_pelagic[16] 32.215 2.309 27.912 31.862 37.343
beta0_yellow[1] -0.481 0.150 -0.770 -0.479 -0.187
beta0_yellow[2] 0.499 0.344 -0.741 0.564 0.853
beta0_yellow[3] -0.190 0.201 -0.608 -0.180 0.164
beta0_yellow[4] 0.937 0.272 0.215 0.980 1.343
beta0_yellow[5] 0.384 0.340 -0.348 0.414 0.957
beta0_yellow[6] 0.803 0.158 0.501 0.799 1.123
beta0_yellow[7] 0.946 0.161 0.638 0.940 1.270
beta0_yellow[8] 0.981 0.157 0.682 0.980 1.283
beta0_yellow[9] 0.548 0.166 0.210 0.554 0.861
beta0_yellow[10] 0.669 0.132 0.404 0.672 0.907
beta0_yellow[11] -0.073 0.171 -0.407 -0.070 0.257
beta0_yellow[12] -1.191 0.197 -1.615 -1.178 -0.843
beta0_yellow[13] -1.370 0.258 -1.898 -1.355 -0.896
beta0_yellow[14] -0.276 0.179 -0.630 -0.274 0.062
beta0_yellow[15] -1.139 0.197 -1.594 -1.121 -0.798
beta0_yellow[16] -0.342 0.213 -0.741 -0.329 -0.001
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.116 0.491 0.520 1.009 2.691
beta1_yellow[3] 0.472 0.314 0.016 0.467 1.055
beta1_yellow[4] 1.303 0.526 0.586 1.189 2.797
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 2.090 0.324 1.553 2.061 2.833
beta1_yellow[12] 0.266 0.483 0.011 0.096 1.563
beta1_yellow[13] 2.421 0.655 1.392 2.317 3.935
beta1_yellow[14] 2.703 0.596 1.724 2.633 4.153
beta1_yellow[15] 0.730 0.307 0.144 0.718 1.410
beta1_yellow[16] 0.178 0.270 0.011 0.085 0.719
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -6.341 5.378 -19.565 -5.157 -0.095
beta2_yellow[3] -6.004 5.630 -20.624 -4.075 -0.224
beta2_yellow[4] -5.714 5.837 -20.167 -3.791 -0.139
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -2.207 2.560 -8.853 -1.241 -0.428
beta2_yellow[12] -7.724 5.839 -21.401 -6.603 -0.324
beta2_yellow[13] -1.587 2.982 -11.773 -0.648 -0.217
beta2_yellow[14] -4.259 4.556 -17.281 -2.340 -0.519
beta2_yellow[15] -5.939 5.207 -19.422 -4.800 -0.192
beta2_yellow[16] -7.549 5.700 -21.144 -6.460 -0.163
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 29.238 2.442 25.638 28.720 37.399
beta3_yellow[3] 32.994 3.772 23.725 32.832 41.342
beta3_yellow[4] 28.214 2.748 22.973 27.657 35.683
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 30.068 0.745 28.724 29.957 31.694
beta3_yellow[12] 34.667 3.923 28.294 34.615 41.621
beta3_yellow[13] 30.236 1.108 28.214 30.179 32.708
beta3_yellow[14] 29.305 0.505 28.262 29.264 30.341
beta3_yellow[15] 30.856 2.578 28.098 30.038 37.739
beta3_yellow[16] 34.574 3.640 28.454 34.448 41.410
beta0_black[1] 0.035 0.178 -0.314 0.034 0.382
beta0_black[2] 1.905 0.170 1.580 1.905 2.229
beta0_black[3] 1.389 0.175 1.050 1.391 1.733
beta0_black[4] 2.531 0.174 2.193 2.533 2.875
beta0_black[5] 4.717 2.304 1.704 4.240 10.910
beta0_black[6] 4.763 2.141 2.276 4.160 10.729
beta0_black[7] 3.694 1.925 1.513 3.220 9.013
beta0_black[8] 1.209 0.300 0.622 1.210 1.808
beta0_black[9] 2.697 0.294 2.115 2.698 3.266
beta0_black[10] 1.384 0.169 1.038 1.384 1.714
beta0_black[11] 2.966 0.178 2.616 2.968 3.320
beta0_black[12] 4.859 0.240 4.389 4.855 5.334
beta0_black[13] 0.330 0.247 0.013 0.277 0.927
beta0_black[14] 2.847 0.200 2.454 2.853 3.221
beta0_black[15] 1.297 0.184 0.918 1.300 1.650
beta0_black[16] 3.773 0.188 3.408 3.769 4.151
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.399 1.484 -6.314 -2.144 -0.540
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.625 1.457 35.889 38.853 40.633
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.322 0.242 -0.803 -0.325 0.142
beta4_black[2] 0.262 0.226 -0.181 0.260 0.722
beta4_black[3] -1.018 0.245 -1.499 -1.020 -0.536
beta4_black[4] 0.551 0.263 0.026 0.550 1.072
beta4_black[5] 0.826 1.663 -1.348 0.493 4.970
beta4_black[6] 0.973 1.715 -1.031 0.581 5.073
beta4_black[7] 0.826 1.687 -1.141 0.493 4.743
beta4_black[8] -0.342 0.382 -1.108 -0.334 0.380
beta4_black[9] 1.066 0.867 -0.204 0.922 3.094
beta4_black[10] 0.096 0.224 -0.340 0.096 0.526
beta4_black[11] -0.593 0.244 -1.065 -0.597 -0.092
beta4_black[12] 0.646 0.386 -0.103 0.640 1.409
beta4_black[13] -1.223 0.246 -1.708 -1.225 -0.729
beta4_black[14] 0.097 0.290 -0.447 0.092 0.668
beta4_black[15] -1.025 0.245 -1.510 -1.028 -0.550
beta4_black[16] -0.452 0.264 -0.984 -0.451 0.068
beta0_dsr[11] -0.634 0.157 -0.949 -0.628 -0.332
beta0_dsr[12] 1.453 0.175 1.117 1.448 1.800
beta0_dsr[13] 0.071 0.170 -0.260 0.074 0.416
beta0_dsr[14] -0.157 0.160 -0.481 -0.154 0.150
beta0_dsr[15] -0.003 0.156 -0.317 0.002 0.302
beta0_dsr[16] -0.098 0.178 -0.452 -0.098 0.258
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 1.096 0.205 0.686 1.102 1.488
beta4_dsr[12] 0.720 0.322 0.110 0.715 1.358
beta4_dsr[13] 0.168 0.223 -0.255 0.166 0.610
beta4_dsr[14] -0.063 0.239 -0.520 -0.065 0.387
beta4_dsr[15] 0.752 0.201 0.376 0.751 1.156
beta4_dsr[16] 0.464 0.231 0.018 0.455 0.928
beta0_slope[11] -1.945 0.187 -2.322 -1.945 -1.562
beta0_slope[12] -5.450 0.347 -6.160 -5.442 -4.781
beta0_slope[13] -1.264 0.226 -1.702 -1.263 -0.821
beta0_slope[14] -2.578 0.212 -2.993 -2.580 -2.164
beta0_slope[15] -1.257 0.232 -1.657 -1.276 -0.752
beta0_slope[16] -2.323 0.208 -2.707 -2.330 -1.892
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.765 0.269 -1.311 -0.765 -0.221
beta4_slope[12] -3.889 0.922 -5.798 -3.866 -2.146
beta4_slope[13] -0.031 0.289 -0.598 -0.031 0.541
beta4_slope[14] -0.380 0.324 -1.040 -0.379 0.246
beta4_slope[15] -0.925 0.292 -1.537 -0.922 -0.396
beta4_slope[16] -0.675 0.290 -1.255 -0.666 -0.123
beta5_slope[11] 2.615 0.320 1.993 2.611 3.251
beta5_slope[12] 1.578 0.518 0.567 1.567 2.599
beta5_slope[13] 1.361 0.314 0.729 1.354 1.957
beta5_slope[14] 3.494 0.458 2.599 3.482 4.421
beta5_slope[15] 1.675 0.323 1.052 1.672 2.322
beta5_slope[16] 2.849 0.400 2.094 2.843 3.650
tau_comp[1] 3.990 0.301 3.421 3.986 4.616
tau_comp[2] 2.579 0.212 2.180 2.575 3.009
tau_comp[3] 1.364 0.099 1.174 1.361 1.568
tau_comp[4] 2.441 0.308 1.872 2.424 3.075
tau_comp[5] 1.502 0.208 1.130 1.488 1.944
sigma_H[1] 0.209 0.047 0.118 0.206 0.309
sigma_H[2] 0.175 0.029 0.125 0.172 0.238
sigma_H[3] 0.180 0.037 0.116 0.177 0.264
sigma_H[4] 0.464 0.082 0.328 0.454 0.650
sigma_H[5] 0.959 0.202 0.590 0.948 1.378
sigma_H[6] 0.535 0.209 0.113 0.542 0.945
sigma_H[7] 0.314 0.064 0.216 0.304 0.459
sigma_H[8] 0.428 0.085 0.295 0.416 0.624
sigma_H[9] 0.518 0.117 0.335 0.504 0.786
sigma_H[10] 0.213 0.039 0.148 0.209 0.301
sigma_H[11] 0.266 0.043 0.193 0.263 0.363
sigma_H[12] 0.378 0.146 0.196 0.333 0.715
sigma_H[13] 0.218 0.035 0.157 0.215 0.298
sigma_H[14] 0.503 0.087 0.351 0.498 0.690
sigma_H[15] 0.238 0.037 0.176 0.234 0.319
sigma_H[16] 0.221 0.042 0.152 0.217 0.316
lambda_H[1] 2.152 3.427 0.086 1.007 9.987
lambda_H[2] 5.484 5.059 0.505 4.032 18.649
lambda_H[3] 4.093 5.599 0.256 2.336 18.710
lambda_H[4] 0.007 0.005 0.001 0.005 0.018
lambda_H[5] 2.833 6.286 0.020 0.625 19.835
lambda_H[6] 14.346 16.088 0.015 7.677 43.787
lambda_H[7] 0.011 0.008 0.002 0.009 0.034
lambda_H[8] 8.673 10.939 0.031 4.942 40.597
lambda_H[9] 0.015 0.010 0.003 0.013 0.041
lambda_H[10] 0.227 0.251 0.026 0.157 0.849
lambda_H[11] 0.230 0.345 0.011 0.107 1.127
lambda_H[12] 3.757 4.973 0.180 2.112 17.752
lambda_H[13] 3.294 3.031 0.287 2.417 11.613
lambda_H[14] 3.623 5.111 0.223 2.177 15.546
lambda_H[15] 0.019 0.022 0.003 0.014 0.067
lambda_H[16] 0.890 1.249 0.059 0.455 4.232
mu_lambda_H[1] 4.005 1.896 1.013 3.802 8.129
mu_lambda_H[2] 4.068 1.971 0.651 3.924 8.175
mu_lambda_H[3] 3.388 1.826 0.699 3.120 7.553
sigma_lambda_H[1] 8.013 4.383 1.705 7.294 18.139
sigma_lambda_H[2] 9.067 4.734 1.082 8.727 18.809
sigma_lambda_H[3] 6.179 4.001 0.920 5.199 16.144
beta_H[1,1] 6.510 1.346 3.231 6.717 8.466
beta_H[2,1] 9.752 0.602 8.410 9.793 10.820
beta_H[3,1] 7.791 0.823 5.894 7.891 9.183
beta_H[4,1] 10.273 7.679 -4.985 10.296 25.407
beta_H[5,1] -0.229 2.714 -5.611 -0.110 4.541
beta_H[6,1] 4.491 3.529 -5.653 5.716 7.853
beta_H[7,1] 0.994 5.673 -10.916 1.340 11.480
beta_H[8,1] 1.697 5.229 -2.802 1.304 4.414
beta_H[9,1] 13.675 5.670 2.464 13.589 24.858
beta_H[10,1] 6.730 1.855 2.860 6.770 10.320
beta_H[11,1] 4.920 3.530 -2.772 5.558 10.021
beta_H[12,1] 2.631 1.091 0.689 2.555 5.094
beta_H[13,1] 9.086 0.860 7.290 9.144 10.608
beta_H[14,1] 2.140 1.011 0.179 2.138 4.180
beta_H[15,1] -6.882 3.472 -13.148 -7.107 0.338
beta_H[16,1] 3.281 2.506 -0.881 2.996 9.114
beta_H[1,2] 7.771 0.269 7.219 7.778 8.288
beta_H[2,2] 9.889 0.162 9.563 9.893 10.205
beta_H[3,2] 8.825 0.208 8.415 8.824 9.243
beta_H[4,2] 3.087 1.473 0.217 3.072 6.026
beta_H[5,2] 1.690 1.038 -0.360 1.672 3.694
beta_H[6,2] 6.372 0.990 3.929 6.543 7.873
beta_H[7,2] 2.459 1.083 0.540 2.399 4.732
beta_H[8,2] 2.933 1.400 0.767 3.144 4.297
beta_H[9,2] 3.168 1.087 1.081 3.138 5.283
beta_H[10,2] 8.018 0.368 7.242 8.030 8.721
beta_H[11,2] 9.824 0.632 8.873 9.737 11.193
beta_H[12,2] 3.951 0.375 3.249 3.935 4.748
beta_H[13,2] 9.134 0.241 8.685 9.123 9.643
beta_H[14,2] 4.023 0.344 3.363 4.020 4.708
beta_H[15,2] 11.513 0.639 10.209 11.544 12.715
beta_H[16,2] 4.550 0.780 3.002 4.562 6.082
beta_H[1,3] 8.436 0.262 7.959 8.428 8.954
beta_H[2,3] 9.865 0.141 9.593 9.864 10.154
beta_H[3,3] 9.510 0.162 9.186 9.508 9.844
beta_H[4,3] -2.192 0.888 -3.991 -2.169 -0.471
beta_H[5,3] 3.812 0.624 2.558 3.804 5.040
beta_H[6,3] 7.938 1.038 6.610 7.609 10.470
beta_H[7,3] -2.638 0.640 -3.888 -2.636 -1.385
beta_H[8,3] 5.318 0.642 4.682 5.207 6.888
beta_H[9,3] -2.707 0.709 -4.128 -2.694 -1.334
beta_H[10,3] 8.530 0.276 7.988 8.521 9.068
beta_H[11,3] 8.498 0.284 7.885 8.516 8.988
beta_H[12,3] 5.289 0.323 4.554 5.322 5.830
beta_H[13,3] 8.857 0.179 8.493 8.862 9.202
beta_H[14,3] 5.784 0.268 5.195 5.801 6.257
beta_H[15,3] 10.285 0.307 9.682 10.284 10.917
beta_H[16,3] 6.440 0.531 5.287 6.477 7.338
beta_H[1,4] 8.077 0.189 7.680 8.091 8.417
beta_H[2,4] 9.869 0.125 9.604 9.877 10.095
beta_H[3,4] 9.999 0.160 9.648 10.011 10.278
beta_H[4,4] 11.815 0.482 10.864 11.823 12.762
beta_H[5,4] 5.489 0.788 4.222 5.412 7.274
beta_H[6,4] 7.528 0.732 5.562 7.731 8.495
beta_H[7,4] 8.557 0.348 7.876 8.561 9.230
beta_H[8,4] 6.648 0.302 5.932 6.679 7.080
beta_H[9,4] 7.399 0.443 6.528 7.397 8.285
beta_H[10,4] 7.499 0.224 7.066 7.498 7.939
beta_H[11,4] 9.512 0.195 9.124 9.511 9.905
beta_H[12,4] 7.255 0.197 6.881 7.255 7.663
beta_H[13,4] 9.054 0.146 8.753 9.056 9.332
beta_H[14,4] 7.831 0.216 7.416 7.827 8.281
beta_H[15,4] 9.449 0.228 9.008 9.451 9.885
beta_H[16,4] 9.358 0.223 8.932 9.356 9.812
beta_H[1,5] 8.881 0.150 8.562 8.886 9.166
beta_H[2,5] 10.678 0.099 10.491 10.673 10.885
beta_H[3,5] 10.816 0.163 10.504 10.812 11.137
beta_H[4,5] 8.344 0.506 7.368 8.328 9.374
beta_H[5,5] 4.967 0.670 3.348 5.054 6.011
beta_H[6,5] 8.575 0.502 7.857 8.461 9.842
beta_H[7,5] 6.567 0.343 5.905 6.561 7.248
beta_H[8,5] 8.206 0.244 7.852 8.179 8.747
beta_H[9,5] 8.182 0.457 7.252 8.182 9.067
beta_H[10,5] 9.998 0.227 9.540 9.996 10.444
beta_H[11,5] 11.600 0.219 11.162 11.603 12.031
beta_H[12,5] 8.614 0.189 8.241 8.613 8.996
beta_H[13,5] 10.115 0.131 9.873 10.110 10.382
beta_H[14,5] 9.255 0.215 8.847 9.251 9.695
beta_H[15,5] 11.308 0.239 10.831 11.312 11.765
beta_H[16,5] 9.891 0.173 9.524 9.900 10.214
beta_H[1,6] 10.121 0.230 9.751 10.089 10.672
beta_H[2,6] 11.468 0.112 11.251 11.464 11.695
beta_H[3,6] 10.563 0.157 10.246 10.570 10.853
beta_H[4,6] 12.914 0.906 11.072 12.930 14.625
beta_H[5,6] 5.644 0.694 4.485 5.595 7.118
beta_H[6,6] 8.683 0.439 7.743 8.704 9.494
beta_H[7,6] 10.565 0.589 9.413 10.566 11.677
beta_H[8,6] 9.449 0.325 8.786 9.482 9.913
beta_H[9,6] 8.250 0.761 6.804 8.233 9.788
beta_H[10,6] 9.133 0.347 8.359 9.166 9.736
beta_H[11,6] 10.700 0.355 9.965 10.720 11.350
beta_H[12,6] 9.377 0.233 8.931 9.371 9.865
beta_H[13,6] 11.059 0.152 10.766 11.055 11.380
beta_H[14,6] 9.954 0.283 9.409 9.963 10.495
beta_H[15,6] 10.535 0.423 9.730 10.520 11.387
beta_H[16,6] 10.628 0.225 10.130 10.640 11.041
beta_H[1,7] 10.265 1.201 7.195 10.542 11.958
beta_H[2,7] 12.108 0.496 11.018 12.138 13.017
beta_H[3,7] 10.089 0.685 8.572 10.133 11.268
beta_H[4,7] 1.391 4.602 -7.251 1.382 10.519
beta_H[5,7] 5.892 2.277 1.222 5.945 10.079
beta_H[6,7] 8.121 2.355 1.190 8.862 10.373
beta_H[7,7] 7.616 3.007 1.795 7.636 13.585
beta_H[8,7] 10.879 1.198 9.070 10.807 12.905
beta_H[9,7] 4.970 3.934 -3.151 5.013 12.318
beta_H[10,7] 9.961 1.629 7.231 9.768 13.695
beta_H[11,7] 11.340 1.781 8.224 11.147 15.247
beta_H[12,7] 9.808 0.920 7.757 9.874 11.441
beta_H[13,7] 11.693 0.683 10.120 11.761 12.841
beta_H[14,7] 10.718 0.932 8.864 10.737 12.452
beta_H[15,7] 13.969 2.182 9.526 14.029 18.209
beta_H[16,7] 12.645 1.245 10.603 12.481 15.510
beta0_H[1] 8.341 18.989 -28.977 8.736 46.524
beta0_H[2] 10.651 7.849 -4.645 10.547 26.600
beta0_H[3] 9.476 10.889 -12.992 9.714 31.217
beta0_H[4] 9.197 184.597 -367.486 7.657 380.298
beta0_H[5] 3.900 33.342 -55.448 4.055 68.801
beta0_H[6] 7.329 32.042 -64.079 7.719 79.032
beta0_H[7] 5.700 145.930 -282.239 5.547 293.461
beta0_H[8] 5.503 40.836 -24.178 6.249 32.435
beta0_H[9] 7.783 118.888 -227.921 6.259 250.150
beta0_H[10] 9.153 37.654 -71.875 9.340 87.037
beta0_H[11] 8.104 51.897 -111.548 9.922 107.827
beta0_H[12] 6.765 12.413 -16.937 6.661 31.146
beta0_H[13] 9.941 10.843 -10.223 9.747 30.218
beta0_H[14] 7.273 11.938 -15.067 7.192 30.947
beta0_H[15] 13.107 115.162 -218.637 13.976 245.349
beta0_H[16] 8.075 23.390 -39.181 8.132 57.333